# Memetik

> The monthly index of which startups AI models recommend. Each month the same buyer questions go to 10 current models from OpenAI, Anthropic, Google and Perplexity, and every vendor they name is counted. 33 categories, 1650 answers, 474 vendors tracked. Current edition: September 2026. A Searchmaxxed publication. Data CC BY 4.0.

Every page has a Markdown twin at the same path with `.md` appended. Full corpus: https://www.memetik.ai/llms-full.txt

## Method

- [How the Index is made](https://www.memetik.ai/method.md): prompts, models, scoring, limits.

## Build without a team

- [AI agent builders](https://www.memetik.ai/index/ai-agent-builders.md): Lindy leads at 66% share, 18% named first. 20 vendors named.
- [AI app builders](https://www.memetik.ai/index/vibe-coding.md): Lovable leads at 100% share, 80% named first. 15 vendors named.
- [AI website builders](https://www.memetik.ai/index/ai-website-builders.md): Wix leads at 96% share, 74% named first. 16 vendors named.
- [Automation platforms](https://www.memetik.ai/index/no-code-automation.md): Zapier leads at 100% share, 70% named first. 14 vendors named.

## AI media

- [AI avatar video](https://www.memetik.ai/index/ai-avatars.md): HeyGen leads at 100% share, 92% named first. 15 vendors named.
- [AI image generation](https://www.memetik.ai/index/ai-image-generation.md): Adobe Firefly leads at 96% share, 36% named first. 15 vendors named.
- [AI music generation](https://www.memetik.ai/index/ai-music.md): Suno leads at 90% share, 64% named first. 15 vendors named.
- [AI video generation](https://www.memetik.ai/index/ai-video-generation.md): Veo leads at 100% share, 56% named first. 16 vendors named.
- [AI voice generation](https://www.memetik.ai/index/ai-voice.md): ElevenLabs leads at 100% share, 94% named first. 17 vendors named.
- [Short-form clipping tools](https://www.memetik.ai/index/short-form-clipping.md): Opus Clip leads at 96% share, 72% named first. 14 vendors named.

## AI coding

- [AI code review](https://www.memetik.ai/index/ai-code-review.md): CodeRabbit leads at 100% share, 74% named first. 13 vendors named.
- [AI coding agents](https://www.memetik.ai/index/ai-coding-agents.md): Cursor leads at 98% share, 48% named first. 12 vendors named.

## Startup stack

- [AI meeting notetakers](https://www.memetik.ai/index/ai-meeting-notes.md): Fathom leads at 96% share, 16% named first. 19 vendors named.
- [AI outbound and prospecting](https://www.memetik.ai/index/ai-outbound.md): Apollo leads at 100% share, 64% named first. 20 vendors named.
- [App hosting for startups](https://www.memetik.ai/index/app-hosting.md): Vercel leads at 92% share, 62% named first. 18 vendors named.
- [Authentication for developers](https://www.memetik.ai/index/developer-auth.md): Clerk leads at 98% share, 58% named first. 17 vendors named.
- [CRM for startups](https://www.memetik.ai/index/startup-crm.md): HubSpot leads at 100% share, 64% named first. 13 vendors named.
- [Databases for startups](https://www.memetik.ai/index/startup-databases.md): Supabase leads at 98% share, 52% named first. 17 vendors named.
- [Payroll for startups](https://www.memetik.ai/index/startup-payroll.md): Gusto leads at 100% share, 86% named first. 14 vendors named.
- [Product analytics](https://www.memetik.ai/index/product-analytics.md): Amplitude leads at 100% share, 30% named first. 13 vendors named.
- [Subscription billing](https://www.memetik.ai/index/startup-billing.md): Stripe Billing leads at 100% share, 72% named first. 15 vendors named.
- [Transactional email](https://www.memetik.ai/index/transactional-email.md): Resend leads at 100% share, 56% named first. 12 vendors named.

## AI infra

- [Browser automation for agents](https://www.memetik.ai/index/browser-agents.md): Playwright leads at 96% share, 42% named first. 15 vendors named.
- [Inference hosting](https://www.memetik.ai/index/inference-hosting.md): Hugging Face leads at 96% share, 34% named first. 18 vendors named.
- [LLM APIs](https://www.memetik.ai/index/llm-apis.md): OpenAI leads at 100% share, 66% named first. 15 vendors named.
- [LLM observability and evals](https://www.memetik.ai/index/llm-observability.md): LangSmith leads at 100% share, 16% named first. 13 vendors named.
- [Vector databases](https://www.memetik.ai/index/vector-databases.md): pgvector leads at 98% share, 32% named first. 16 vendors named.
- [Web search and scraping APIs for AI](https://www.memetik.ai/index/ai-search-apis.md): Exa leads at 94% share, 8% named first. 17 vendors named.

## Creator economy

- [Creator monetization platforms](https://www.memetik.ai/index/creator-monetization.md): Podia leads at 92% share, 48% named first. 16 vendors named.
- [Link-in-bio tools](https://www.memetik.ai/index/link-in-bio.md): Linktree leads at 100% share, 48% named first. 13 vendors named.
- [Newsletter platforms](https://www.memetik.ai/index/newsletter-platforms.md): Substack leads at 100% share, 64% named first. 10 vendors named.
- [Online course platforms](https://www.memetik.ai/index/course-platforms.md): Kajabi leads at 100% share, 30% named first. 15 vendors named.
- [Paid community platforms](https://www.memetik.ai/index/paid-communities.md): Circle leads at 100% share, 60% named first. 13 vendors named.

## Research

- [50 tracked vendors were never named by any of ten AI models](https://www.memetik.ai/research/50-tracked-vendors-never-named-by-any-ai-model.md): Of 551 vendors tracked across 33 categories, 50 did not appear in any of 1,650 answers. The list includes Zed, Kiro, Vapi, Sentry, Statsig, Plausible and Resend's newsletter product.
- [AI coding tools according to AI: Cursor and Claude Code tie, CodeRabbit owns review](https://www.memetik.ai/research/ai-coding-tools-according-to-ai.md): Ten models were asked which AI coding agents and code review tools to use. Cursor and Claude Code were both named in 98% of agent answers; OpenAI's models alone favoured GitHub Copilot.
- [AI infrastructure according to AI: OpenAI, LangSmith and pgvector lead, Exa edges Tavily and Firecrawl](https://www.memetik.ai/research/ai-infrastructure-according-to-ai.md): Ten models were asked which LLM APIs, vector databases, observability tools, inference hosts, search APIs and browser agents to use. The results show where the models trust each other and where they do not.
- [AI media tools according to AI: ElevenLabs, HeyGen and Veo are near-unanimous, image generation is split](https://www.memetik.ai/research/ai-media-tools-according-to-ai.md): Ten models were asked which AI video, image, voice, avatar, music and clipping tools to use. ElevenLabs and HeyGen were named in every answer and first in 94% and 92%. Image generation has no leader.
- [OpenAI, Anthropic, Google and Perplexity agree on the leader in 24 of 33 software categories](https://www.memetik.ai/research/ai-providers-agree-on-leader-24-of-33-categories.md): Across ten current models, the four providers named the same most-frequent vendor in 24 categories. Where they split, it is usually one provider's one model.
- [Build without a team according to AI: Lovable, Zapier, Wix and Lindy](https://www.memetik.ai/research/build-without-a-team-according-to-ai.md): Ten models were asked which AI app builders, automation platforms, website builders and agent builders a non-technical founder should use. Lovable was named first in 80% of app-builder answers; v0 was named in 90% and first in none.
- [The creator economy according to AI: Substack, Circle, Kajabi, Linktree and Podia](https://www.memetik.ai/research/creator-economy-according-to-ai.md): Ten AI models were asked which tools creators should use for newsletters, communities, courses, link-in-bio and monetization. Whop was named in 52% of community answers and picked first in none.
- [Named in most answers, recommended first in none: the gap between mention and recommendation](https://www.memetik.ai/research/named-in-most-answers-recommended-first-in-none.md): Twenty vendors were named in at least 70% of AI answers in their category and were named first in 2% or fewer. Being on the list differs from being the pick.
- [The startup stack according to AI: Gusto, HubSpot, Stripe, Clerk, Supabase, Vercel, Resend, Apollo, Amplitude, Fathom](https://www.memetik.ai/research/startup-stack-according-to-ai.md): Ten models were asked which payroll, CRM, billing, auth, database, hosting, email, outbound, analytics and meeting-notes tools a startup should use. Ten categories, ten leaders, and Amplitude leads analytics on mentions while PostHog leads on recommendation.
- [Vendors that are their own top source: who the models cite from the vendor's own site](https://www.memetik.ai/research/vendors-that-are-their-own-top-source.md): In 7 of 33 categories a vendor's own website was the most cited source. In most of those the vendor is a challenger, not the leader.
- [Where Reddit decides the answer: the categories AI models source from threads](https://www.memetik.ai/research/where-reddit-decides-the-answer.md): Reddit drew 1,058 citations, 3.6% of all, and was the top source in AI video generation and app hosting. Twelve categories did not cite it at all.
- [YouTube is the most cited source when AI models recommend software](https://www.memetik.ai/research/youtube-most-cited-source-ai-software-recommendations.md): Across 33 categories, 10 models and 29,119 citations, YouTube was the top source in 16 categories. Reddit was second. G2 was cited 45 times, Capterra never.

## Vendors

- [All vendors](https://www.memetik.ai/vendors.md): 474 companies tracked. Each has a page at /vendors/<slug>.md with rank, share and what the models said.

## Data

- Chart images: https://www.memetik.ai/charts/<category-slug>.png
- RSS: https://www.memetik.ai/rss.xml
- Contact: hello@memetik.ai

---

# Memetik Index: method

Source: https://www.memetik.ai/method

The Memetik Index measures which startups AI models name when buyers ask. Each category has 5 fixed buyer prompts. Each prompt is sent once per edition to GPT-5.6 Sol (gpt-5.6-sol), ChatGPT (gpt-5.6-terra), GPT-5.6 Luna (gpt-5.6-luna), Claude Opus 5 (claude-opus-5), Claude (claude-sonnet-5), Claude Fable 5 (claude-fable-5), Gemini (gemini-3.6-flash), Gemini 3.5 Flash (gemini-3.5-flash), Perplexity (sonar-pro), Sonar Reasoning Pro (sonar-reasoning-pro) through the DataForSEO LLM Responses API with web search enabled. Prompts stay fixed between editions.

**Answer share**: answers naming the vendor ÷ total answers in the category. **Named first**: answers where the vendor appears before any other tracked vendor ÷ total answers. A mention counts when the vendor's name or a known alias appears in the answer text.

Limits: answers vary run to run, so small differences are noise. Alias matching is string-based. API models differ from consumer chat products. Prompts are English and not localised. ChatGPT via API returns few citations, so source counts under-represent it.

Edition 2026-09: 33 categories, 1650 answers. Editions publish monthly. Every raw answer is published on its category page.

Memetik is a Searchmaxxed publication (https://searchmaxxed.com). The Index is independent of client work. Charts and figures are CC BY 4.0; credit "Memetik Index" with a link.

---

# AI agent builders: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-agent-builders
Field: Build without a team. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Lindy leads** with 66% answer share (named in 33 of 50 answers) and was named first in 18%. n8n follows at 58%. 20 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Lindy | 66% | 18% | 33/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | n8n | 58% | 16% | 29/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 3 | Zapier | 58% | 12% | 29/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Gumloop | 48% | 4% | 24/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Relevance AI | 46% | 2% | 23/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Voiceflow | 36% | 6% | 18/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Make | 36% | 0% | 18/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Botpress | 32% | 2% | 16/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 9 | Pickaxe | 22% | 4% | 11/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 10 | Dify | 20% | 6% | 10/50 | GPT-5.6 Sol, Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 11 | MindStudio | 16% | 8% | 8/50 | Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Stack AI | 16% | 2% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 13 | LiveChatAI | 12% | 6% | 6/50 | Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 14 | CrewAI | 12% | 4% | 6/50 | GPT-5.6 Sol, Claude Opus 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 15 | Taskade | 10% | 2% | 5/50 | Perplexity, Sonar Reasoning Pro |
| 16 | LangGraph | 10% | 0% | 5/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Sonar Reasoning Pro |
| 17 | Flowise | 10% | 0% | 5/50 | GPT-5.6 Sol, Claude Opus 5, Gemini |
| 18 | Sierra | 8% | 0% | 4/50 | Claude Opus 5, Perplexity |
| 19 | Decagon | 6% | 2% | 3/50 | GPT-5.6 Sol, Claude Opus 5, Claude |
| 20 | Retell | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): n8n 60%, Relevance AI 60%, Lindy 40%, Zapier 40%, Make 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Zapier 80%, n8n 20%, LangGraph 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Voiceflow 80%, Botpress 80%, Lindy 60%, n8n 60%, Zapier 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Lindy 100%, n8n 100%, Gumloop 80%, Zapier 60%, Sierra 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Lindy 80%, n8n 60%, Zapier 60%, Gumloop 60%, Relevance AI 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Lindy 80%, n8n 80%, Zapier 80%, Gumloop 80%, Voiceflow 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Lindy 80%, n8n 80%, Relevance AI 80%, Dify 60%, Flowise 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Zapier 80%, n8n 60%, Gumloop 60%, Relevance AI 60%, Make 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Lindy 80%, n8n 60%, Gumloop 60%, Taskade 60%, Relevance AI 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Lindy 100%, Gumloop 80%, Zapier 60%, MindStudio 60%, Taskade 40%

## Sources the models cited

- rasa.com: 55
- braintrust.dev: 53
- pickaxe.co: 47
- airtable.com: 40
- reddit.com: 35
- youtube.com: 34
- vellum.ai: 33
- gumloop.com: 27
- lindy.ai: 23
- mindpal.space: 20
- superdupr.com: 18
- stackai.com: 16
- botpress.com: 15
- help.zapier.com: 13
- taskade.com: 13

## Prompts

1. What is the best platform to build AI agents without a big engineering team for a startup? Name specific products.
2. Which platform to build AI agents without a big engineering team would you recommend to a startup in 2026?
3. Compare the top platform to build AI agents without a big engineering team options right now.
4. I'm a startup and I need a platform to build AI agents without a big engineering team. What should I use and why?
5. Best platform to build AI agents without a big engineering team for customer support agents?

## Tracked but never named

Vapi

Raw answers: https://www.memetik.ai/index/ai-agent-builders (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-agent-builders.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI app builders: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/vibe-coding
Field: Build without a team. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Lovable leads** with 100% answer share (named in 50 of 50 answers) and was named first in 80%. Bolt follows at 96%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Lovable | 100% | 80% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Bolt | 96% | 8% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Replit | 92% | 4% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | v0 | 90% | 0% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Cursor | 42% | 0% | 21/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Base44 | 38% | 2% | 19/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 7 | Bubble | 32% | 0% | 16/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 8 | Zite | 16% | 2% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 9 | FlutterFlow | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 10 | Claude Code | 14% | 0% | 7/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini |
| 11 | Softr | 12% | 2% | 6/50 | Claude Opus 5, Claude, Perplexity, Sonar Reasoning Pro |
| 12 | Emergent | 12% | 0% | 6/50 | Claude Opus 5, Claude, Sonar Reasoning Pro |
| 13 | Windsurf | 8% | 0% | 4/50 | Claude, Gemini |
| 14 | Blink | 4% | 2% | 2/50 | Perplexity, Sonar Reasoning Pro |
| 15 | Firebase Studio | 4% | 0% | 2/50 | GPT-5.6 Luna |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%, Cursor 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%, Cursor 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%, Cursor 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%, Cursor 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Lovable 100%, Bolt 100%, Replit 80%, v0 80%, Base44 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Lovable 100%, Bolt 100%, Replit 100%, v0 100%, Cursor 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Lovable 100%, Bolt 100%, Base44 100%, Replit 80%, v0 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Lovable 100%, Bolt 100%, Replit 80%, Bubble 80%, v0 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Lovable 100%, Replit 80%, v0 80%, Bubble 80%, Bolt 60%

## Sources the models cited

- youtube.com: 171
- lovable.dev: 69
- zite.com: 63
- catdoes.com: 40
- vibecodingacademy.ai: 38
- daily.dev: 30
- banani.co: 27
- superappp.com: 23
- zapier.com: 22
- vercel.com: 22
- mindstudio.ai: 21
- reddit.com: 20
- totalum.app: 20
- lindy.ai: 19
- therundown.ai: 17

## Prompts

1. What is the best AI app builder for building a web app from a prompt? Name specific products.
2. Which AI app builder would you recommend to building a web app from a prompt in 2026?
3. Compare the top AI app builder options right now.
4. I'm building a web app from a prompt and I need an AI app builder. What should I use and why?
5. Best AI app builder for building a web app from a prompt to vibe code a SaaS MVP?

## Tracked but never named

Rocket, Create

Raw answers: https://www.memetik.ai/index/vibe-coding (every answer published in full). Chart image: https://www.memetik.ai/charts/vibe-coding.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI avatar video: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-avatars
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**HeyGen leads** with 100% answer share (named in 50 of 50 answers) and was named first in 92%. Synthesia follows at 100%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | HeyGen | 100% | 92% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Synthesia | 100% | 4% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Colossyan | 72% | 0% | 36/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | D-ID | 64% | 4% | 32/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 5 | Tavus | 30% | 0% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini |
| 6 | Creatify | 24% | 0% | 12/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 7 | DeepBrain AI | 24% | 0% | 12/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 8 | Captions | 20% | 0% | 10/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini 3.5 Flash |
| 9 | Veed | 20% | 0% | 10/50 | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 10 | Hedra | 16% | 0% | 8/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Elai | 14% | 0% | 7/50 | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity |
| 12 | Kling | 10% | 0% | 5/50 | Claude Opus 5, Claude, Claude Fable 5 |
| 13 | Runway | 8% | 0% | 4/50 | Claude Opus 5, Claude Fable 5 |
| 14 | Higgsfield | 6% | 0% | 3/50 | Claude, Gemini, Sonar Reasoning Pro |
| 15 | Argil | 4% | 0% | 2/50 | GPT-5.6 Sol, GPT-5.6 Luna |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): HeyGen 100%, Synthesia 100%, Tavus 80%, Colossyan 60%, D-ID 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 60%, Tavus 60%, Captions 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 100%, Tavus 100%, D-ID 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 100%, D-ID 100%, Creatify 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 100%, D-ID 100%, DeepBrain AI 40%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 100%, D-ID 100%, Veed 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): HeyGen 100%, Synthesia 100%, Colossyan 60%, D-ID 60%, Creatify 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): HeyGen 100%, Synthesia 100%, Creatify 80%, D-ID 60%, Captions 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): HeyGen 100%, Synthesia 100%, D-ID 100%, Colossyan 80%, DeepBrain AI 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): HeyGen 100%, Synthesia 100%, DeepBrain AI 40%, Hedra 40%, Colossyan 20%

## Sources the models cited

- youtube.com: 111
- heygen.com: 100
- guideflow.com: 53
- morphic.com: 31
- creatify.ai: 28
- knowlify.com: 23
- instantdm.com: 23
- synthesia.io: 20
- leadde.ai: 20
- ventureharbour.com: 17
- reddit.com: 15
- hedra.com: 14
- avocadoai.co: 14
- botsify.com: 14
- diyai.io: 11

## Prompts

1. What is the best AI avatar video tool for talking-head videos? Name specific products.
2. Which AI avatar video tool would you recommend to talking-head videos in 2026?
3. Compare the top AI avatar video tool options right now.
4. I'm talking-head videos and I need an AI avatar video tool. What should I use and why?
5. Best AI avatar video tool for talking-head videos for sales and training videos?

## Tracked but never named

Descript

Raw answers: https://www.memetik.ai/index/ai-avatars (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-avatars.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI code review: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-code-review
Field: AI coding. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**CodeRabbit leads** with 100% answer share (named in 50 of 50 answers) and was named first in 74%. Qodo follows at 86%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | CodeRabbit | 100% | 74% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Qodo | 86% | 2% | 43/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | GitHub Copilot | 74% | 4% | 37/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Greptile | 72% | 0% | 36/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | CodeAnt AI | 52% | 6% | 26/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Cursor | 46% | 12% | 23/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 7 | SonarQube | 46% | 0% | 23/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 8 | Claude Code | 36% | 0% | 18/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | Graphite | 30% | 2% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | Snyk | 28% | 0% | 14/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 11 | DeepSource | 22% | 0% | 11/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 12 | Codex | 8% | 0% | 4/50 | Claude, Claude Fable 5, Sonar Reasoning Pro |
| 13 | Devin | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): CodeRabbit 100%, Qodo 100%, GitHub Copilot 80%, Greptile 60%, Graphite 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): CodeRabbit 100%, Qodo 100%, GitHub Copilot 100%, Cursor 40%, Greptile 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): CodeRabbit 100%, Qodo 80%, GitHub Copilot 80%, Greptile 80%, SonarQube 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): CodeRabbit 100%, Qodo 100%, Greptile 80%, Cursor 80%, GitHub Copilot 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): CodeRabbit 100%, CodeAnt AI 100%, SonarQube 100%, Qodo 80%, Claude Code 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): CodeRabbit 100%, Qodo 80%, CodeAnt AI 80%, Claude Code 80%, DeepSource 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): CodeRabbit 100%, Qodo 100%, GitHub Copilot 100%, Greptile 100%, Cursor 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): CodeRabbit 100%, Qodo 100%, Greptile 100%, GitHub Copilot 80%, CodeAnt AI 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): CodeRabbit 100%, Greptile 100%, CodeAnt AI 100%, GitHub Copilot 80%, SonarQube 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): CodeRabbit 100%, SonarQube 80%, Qodo 60%, Greptile 60%, CodeAnt AI 60%

## Sources the models cited

- youtube.com: 210
- codeant.ai: 151
- sourcegraph.com: 76
- m.youtube.com: 76
- techsy.io: 67
- deepsource.com: 51
- dev.to: 45
- greptile.com: 43
- pecollective.com: 27
- docs.coderabbit.ai: 22
- getoptimal.ai: 20
- qodo.ai: 19
- nimbalyst.com: 17
- getpanto.ai: 14
- augmentcode.com: 14

## Prompts

1. What is the best AI code review tool for an engineering team? Name specific products.
2. Which AI code review tool would you recommend to an engineering team in 2026?
3. Compare the top AI code review tool options right now.
4. I'm an engineering team and I need an AI code review tool. What should I use and why?
5. Best AI code review tool for a fast-moving startup?

## Tracked but never named

Ellipsis, Sourcery, Bito, Baz

Raw answers: https://www.memetik.ai/index/ai-code-review (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-code-review.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI coding agents: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-coding-agents
Field: AI coding. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Cursor leads** with 98% answer share (named in 49 of 50 answers) and was named first in 48%. Claude Code follows at 98%. 12 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Cursor | 98% | 48% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Claude Code | 98% | 38% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | GitHub Copilot | 98% | 4% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Codex | 78% | 10% | 39/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Cline | 60% | 0% | 30/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Aider | 52% | 0% | 26/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Windsurf | 42% | 0% | 21/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Devin | 34% | 0% | 17/50 | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Gemini CLI | 28% | 0% | 14/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | Replit | 12% | 0% | 6/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 11 | Augment | 10% | 0% | 5/50 | Claude, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Codegen | 4% | 0% | 2/50 | Perplexity, Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Claude Code 100%, GitHub Copilot 100%, Codex 100%, Cursor 80%, Cline 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Cursor 100%, GitHub Copilot 100%, Codex 100%, Claude Code 80%, Windsurf 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Codex 100%, Cline 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Cline 100%, Aider 100%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Codex 100%, Devin 100%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Codex 100%, Cline 100%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Cline 80%, Devin 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Cline 100%, Aider 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 80%, Codex 80%, Cline 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Cursor 100%, Claude Code 100%, GitHub Copilot 100%, Codex 80%, Gemini CLI 80%

## Sources the models cited

- youtube.com: 182
- daily.dev: 113
- faros.ai: 48
- vellum.ai: 41
- axify.io: 40
- mightybot.ai: 33
- zapier.com: 32
- verdent.ai: 23
- augmentcode.com: 23
- tech-insider.org: 20
- reddit.com: 19
- henrythe9th.substack.com: 19
- morphllm.com: 17
- tldl.io: 17
- dev.to: 17

## Prompts

1. What is the best AI coding agent or assistant for a software engineer? Name specific products.
2. Which AI coding agent or assistant would you recommend to a software engineer in 2026?
3. Compare the top AI coding agent or assistant options right now.
4. I'm a software engineer and I need an AI coding agent or assistant. What should I use and why?
5. Best AI coding agent or assistant for shipping a production codebase?

## Tracked but never named

Amp, Kiro, Zed, Factory

Raw answers: https://www.memetik.ai/index/ai-coding-agents (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-coding-agents.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI image generation: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-image-generation
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Adobe Firefly leads** with 96% answer share (named in 48 of 50 answers) and was named first in 36%. Midjourney follows at 96%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Adobe Firefly | 96% | 36% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Midjourney | 96% | 34% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Ideogram | 70% | 0% | 35/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | GPT Image | 68% | 6% | 34/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Recraft | 54% | 8% | 27/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Nano Banana | 36% | 10% | 18/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Canva | 36% | 0% | 18/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Stable Diffusion | 32% | 0% | 16/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | OpenArt | 24% | 2% | 12/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Imagen | 22% | 4% | 11/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 11 | Freepik | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash |
| 12 | Krea | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini |
| 13 | Flux | 14% | 0% | 7/50 | GPT-5.6 Luna, Claude, Gemini, Gemini 3.5 Flash, Perplexity |
| 14 | Leonardo | 8% | 0% | 4/50 | Claude, Gemini, Sonar Reasoning Pro |
| 15 | Seedream | 4% | 0% | 2/50 | Claude, Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Adobe Firefly 100%, Midjourney 100%, GPT Image 80%, Ideogram 60%, Recraft 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Adobe Firefly 100%, Midjourney 80%, GPT Image 80%, Ideogram 60%, Nano Banana 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Adobe Firefly 100%, Midjourney 100%, GPT Image 80%, Ideogram 60%, Canva 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Midjourney 100%, Adobe Firefly 80%, Ideogram 80%, GPT Image 80%, Recraft 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): GPT Image 100%, Recraft 100%, Adobe Firefly 80%, Midjourney 80%, Ideogram 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Adobe Firefly 100%, Midjourney 100%, Ideogram 80%, Recraft 80%, GPT Image 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Adobe Firefly 100%, Midjourney 100%, Stable Diffusion 60%, Ideogram 40%, GPT Image 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Adobe Firefly 100%, Midjourney 100%, Ideogram 80%, Recraft 60%, Nano Banana 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Adobe Firefly 100%, Midjourney 100%, Ideogram 100%, Recraft 60%, GPT Image 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Adobe Firefly 100%, Midjourney 100%, GPT Image 100%, Stable Diffusion 80%, Ideogram 60%

## Sources the models cited

- youtube.com: 94
- guideflow.com: 45
- freeacademy.ai: 29
- zapier.com: 25
- magicshot.ai: 25
- toools.design: 21
- datanorth.ai: 19
- reddit.com: 18
- kimi.ai: 17
- getimg.ai: 15
- aitoolssme.com: 14
- cnet.com: 13
- aimlapi.com: 13
- helpx.adobe.com: 12
- docs.midjourney.com: 12

## Prompts

1. What is the best AI image generation tool for a designer? Name specific products.
2. Which AI image generation tool would you recommend to a designer in 2026?
3. Compare the top AI image generation tool options right now.
4. I'm a designer and I need an AI image generation tool. What should I use and why?
5. Best AI image generation tool for product marketing images?

## Tracked but never named

Reve

Raw answers: https://www.memetik.ai/index/ai-image-generation (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-image-generation.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI meeting notetakers: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-meeting-notes
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Fathom leads** with 96% answer share (named in 48 of 50 answers) and was named first in 16%. Fireflies follows at 94%. 19 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Fathom | 96% | 16% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Fireflies | 94% | 8% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Granola | 78% | 38% | 39/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Zoom | 62% | 6% | 31/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Microsoft Copilot | 60% | 2% | 30/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Otter | 54% | 4% | 27/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Notion | 50% | 0% | 25/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 8 | Google Meet | 34% | 0% | 17/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Fellow | 32% | 0% | 16/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Avoma | 30% | 6% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Jamie | 28% | 8% | 14/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Gong | 26% | 2% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 13 | Laxis | 22% | 4% | 11/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 14 | tl;dv | 18% | 2% | 9/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Perplexity, Sonar Reasoning Pro |
| 15 | Read AI | 16% | 0% | 8/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Sonar Reasoning Pro |
| 16 | Shadow | 14% | 4% | 7/50 | Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 17 | Grain | 8% | 0% | 4/50 | ChatGPT, Claude Opus 5, Claude |
| 18 | Attention | 2% | 0% | 1/50 | Claude Opus 5 |
| 19 | Circleback | 2% | 0% | 1/50 | Claude Opus 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Fathom 100%, Fireflies 100%, Granola 80%, Otter 80%, Notion 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Fathom 80%, Fireflies 80%, Otter 60%, Granola 40%, Zoom 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Fathom 100%, Fireflies 100%, Granola 80%, Zoom 80%, Microsoft Copilot 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Fathom 100%, Fireflies 100%, Granola 100%, Zoom 80%, Microsoft Copilot 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Fathom 100%, Fireflies 100%, Granola 80%, Fellow 80%, Otter 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Fathom 100%, Fireflies 100%, Granola 100%, Notion 60%, Fellow 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Fathom 100%, Granola 100%, Zoom 100%, Fireflies 80%, Microsoft Copilot 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Fathom 100%, Fireflies 100%, Granola 100%, Zoom 100%, Microsoft Copilot 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Fathom 100%, Fireflies 100%, Jamie 80%, Granola 40%, Zoom 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Fathom 80%, Fireflies 80%, Microsoft Copilot 80%, Jamie 80%, Granola 60%

## Sources the models cited

- simular.ai: 116
- youtube.com: 102
- meetingnotes.com: 60
- laxis.com: 54
- tminusai.com: 44
- meetjamie.ai: 37
- vibe.us: 36
- read.ai: 34
- cirrusinsight.com: 34
- shadow.do: 28
- zapier.com: 28
- reddit.com: 26
- tinystartups.com: 23
- zackproser.com: 22
- granola.ai: 16

## Prompts

1. What is the best AI meeting notetaker for a founder? Name specific products.
2. Which AI meeting notetaker would you recommend to a founder in 2026?
3. Compare the top AI meeting notetaker options right now.
4. I'm a founder and I need an AI meeting notetaker. What should I use and why?
5. Best AI meeting notetaker for sales calls with CRM sync?

## Tracked but never named

Wispr

Raw answers: https://www.memetik.ai/index/ai-meeting-notes (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-meeting-notes.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI music generation: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-music
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Suno leads** with 90% answer share (named in 45 of 50 answers) and was named first in 64%. Udio follows at 66%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Suno | 90% | 64% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Udio | 66% | 0% | 33/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Soundraw | 56% | 22% | 28/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Beatoven | 50% | 6% | 25/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | AIVA | 50% | 0% | 25/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Mubert | 48% | 2% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | ElevenLabs | 28% | 0% | 14/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Stable Audio | 16% | 0% | 8/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 9 | Freebeat | 14% | 4% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity |
| 10 | Soundful | 14% | 2% | 7/50 | Claude Opus 5, Claude, Claude Fable 5 |
| 11 | Loudly | 10% | 0% | 5/50 | ChatGPT, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 12 | Epidemic Sound | 8% | 0% | 4/50 | Claude Opus 5, Gemini, Perplexity |
| 13 | Lyria | 4% | 0% | 2/50 | Claude Opus 5, Sonar Reasoning Pro |
| 14 | Neural Frames | 4% | 0% | 2/50 | Claude, Perplexity |
| 15 | Boomy | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Suno 80%, Udio 40%, Beatoven 40%, Stable Audio 40%, Mubert 20%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Suno 100%, Udio 60%, AIVA 40%, Mubert 20%, Stable Audio 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Suno 100%, AIVA 80%, Udio 60%, Beatoven 40%, Mubert 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Suno 100%, Udio 80%, Soundful 80%, Beatoven 40%, AIVA 40%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Suno 80%, Udio 60%, Beatoven 60%, Mubert 60%, Freebeat 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Soundraw 100%, Beatoven 100%, Suno 80%, Udio 80%, AIVA 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Suno 100%, Soundraw 100%, Udio 80%, AIVA 80%, ElevenLabs 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Suno 100%, Soundraw 100%, Udio 80%, AIVA 60%, Mubert 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Soundraw 100%, Suno 80%, Beatoven 80%, Udio 60%, AIVA 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Soundraw 100%, Beatoven 100%, Mubert 100%, Suno 80%, Udio 60%

## Sources the models cited

- youtube.com: 85
- borntoproduce.com: 59
- soundguys.com: 57
- suno.com: 36
- soundraw.io: 35
- chartlex.com: 32
- avocadoai.co: 26
- morphic.com: 26
- musicgpt.com: 24
- reddit.com: 19
- tad.ai: 17
- elements.envato.com: 16
- posteverywhere.ai: 14
- musicgeneratorai.io: 12
- resources.rework.com: 12

## Prompts

1. What is the best AI music generation tool for a video creator? Name specific products.
2. Which AI music generation tool would you recommend to a video creator in 2026?
3. Compare the top AI music generation tool options right now.
4. I'm a video creator and I need an AI music generation tool. What should I use and why?
5. Best AI music generation tool for royalty-free background music?

## Tracked but never named

Riffusion, Splash

Raw answers: https://www.memetik.ai/index/ai-music (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-music.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI outbound and prospecting: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-outbound
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Apollo leads** with 100% answer share (named in 50 of 50 answers) and was named first in 64%. Clay follows at 88%. 20 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Apollo | 100% | 64% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Clay | 88% | 14% | 44/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Instantly | 82% | 2% | 41/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Smartlead | 78% | 2% | 39/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Artisan | 68% | 6% | 34/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | ZoomInfo | 32% | 2% | 16/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 7 | AiSDR | 30% | 0% | 15/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Outreach | 28% | 0% | 14/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 9 | Reply.io | 24% | 0% | 12/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity |
| 10 | 11x | 22% | 4% | 11/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 11 | Salesloft | 20% | 0% | 10/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 12 | Saleshandy | 16% | 6% | 8/50 | Claude Opus 5, Claude, Perplexity, Sonar Reasoning Pro |
| 13 | HubSpot | 14% | 0% | 7/50 | ChatGPT, GPT-5.6 Luna, Claude, Gemini 3.5 Flash |
| 14 | Cognism | 14% | 0% | 7/50 | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 15 | Lemlist | 14% | 0% | 7/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 16 | Lindy | 12% | 0% | 6/50 | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 17 | Amplemarket | 10% | 0% | 5/50 | GPT-5.6 Sol, GPT-5.6 Luna, Gemini, Perplexity |
| 18 | Unify | 8% | 0% | 4/50 | GPT-5.6 Sol, Gemini, Perplexity, Sonar Reasoning Pro |
| 19 | Common Room | 6% | 0% | 3/50 | GPT-5.6 Sol, GPT-5.6 Luna |
| 20 | Persana | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Apollo 100%, Clay 100%, Instantly 100%, Smartlead 100%, Artisan 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Apollo 100%, Clay 100%, Instantly 60%, Smartlead 60%, 11x 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Apollo 100%, Clay 100%, Instantly 100%, Smartlead 100%, Outreach 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Apollo 100%, Clay 100%, Artisan 80%, ZoomInfo 80%, Instantly 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Apollo 100%, Clay 80%, Artisan 60%, Reply.io 60%, Instantly 40%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Apollo 100%, Clay 100%, Smartlead 100%, Instantly 80%, Artisan 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Apollo 100%, Clay 100%, Instantly 100%, Smartlead 100%, Artisan 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Apollo 100%, Clay 100%, Instantly 100%, Smartlead 100%, Artisan 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Apollo 100%, Instantly 100%, Smartlead 100%, Artisan 100%, Clay 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Apollo 100%, Instantly 80%, Artisan 80%, AiSDR 60%, Saleshandy 60%

## Sources the models cited

- cirrusinsight.com: 51
- amplemarket.com: 49
- pipeline.zoominfo.com: 49
- nooks.ai: 45
- youtube.com: 42
- salesforge.ai: 34
- moderninbound.com: 34
- autobound.ai: 33
- lindy.ai: 30
- cotera.co: 29
- aisdr.com: 27
- aiagentforsales.com: 22
- artisan.co: 19
- technologyadvice.com: 19
- clay.com: 18

## Prompts

1. What is the best AI outbound sales or prospecting tool for a founder doing outbound? Name specific products.
2. Which AI outbound sales or prospecting tool would you recommend to a founder doing outbound in 2026?
3. Compare the top AI outbound sales or prospecting tool options right now.
4. I'm a founder doing outbound and I need an AI outbound sales or prospecting tool. What should I use and why?
5. Best AI outbound sales or prospecting tool to automate cold email at a startup?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/ai-outbound (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-outbound.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI video generation: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-video-generation
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Veo leads** with 100% answer share (named in 50 of 50 answers) and was named first in 56%. Runway follows at 92%. 16 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Veo | 100% | 56% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Runway | 92% | 28% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Kling | 80% | 4% | 40/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Sora | 70% | 4% | 35/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | HeyGen | 48% | 0% | 24/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Seedance | 44% | 8% | 22/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Synthesia | 38% | 0% | 19/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Luma | 32% | 0% | 16/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 9 | Adobe Firefly | 30% | 0% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | Pika | 28% | 0% | 14/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Higgsfield | 26% | 0% | 13/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 12 | Wan | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash |
| 13 | LTX | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 14 | Hailuo | 10% | 0% | 5/50 | Claude, Gemini, Perplexity, Sonar Reasoning Pro |
| 15 | Midjourney | 8% | 0% | 4/50 | GPT-5.6 Sol, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash |
| 16 | Krea | 4% | 0% | 2/50 | Claude Opus 5, Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Veo 100%, Sora 100%, Runway 80%, Adobe Firefly 60%, Kling 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Veo 100%, Runway 100%, Sora 100%, Adobe Firefly 80%, Kling 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Veo 100%, Runway 100%, Kling 80%, Sora 80%, Adobe Firefly 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Veo 100%, Kling 100%, Sora 100%, Seedance 100%, Runway 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Veo 100%, Kling 100%, Sora 100%, Runway 80%, Seedance 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Veo 100%, Runway 100%, Kling 100%, Sora 60%, HeyGen 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Veo 100%, Runway 100%, Kling 100%, Luma 80%, Higgsfield 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Veo 100%, Kling 100%, Runway 80%, HeyGen 60%, Seedance 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Veo 100%, Runway 100%, HeyGen 80%, Kling 60%, Synthesia 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Veo 100%, Runway 100%, Kling 100%, HeyGen 80%, Seedance 60%

## Sources the models cited

- reddit.com: 128
- zapier.com: 86
- youtube.com: 68
- pixflow.net: 60
- heygen.com: 54
- pixverse.ai: 50
- pinggy.io: 40
- therundown.ai: 33
- pickaxe.co: 29
- higgsfield.ai: 28
- deepmind.google: 21
- curiousrefuge.com: 19
- invideo.io: 17
- atlascloud.ai: 17
- openai.com: 16

## Prompts

1. What is the best AI video generation model or tool for a content creator? Name specific products.
2. Which AI video generation model or tool would you recommend to a content creator in 2026?
3. Compare the top AI video generation model or tool options right now.
4. I'm a content creator and I need an AI video generation model or tool. What should I use and why?
5. Best AI video generation model or tool for cinematic short-form video?

## Tracked but never named

Freepik

Raw answers: https://www.memetik.ai/index/ai-video-generation (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-video-generation.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI voice generation: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-voice
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**ElevenLabs leads** with 100% answer share (named in 50 of 50 answers) and was named first in 94%. Murf follows at 74%. 17 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | ElevenLabs | 100% | 94% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Murf | 74% | 0% | 37/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Descript | 72% | 4% | 36/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Play.ht | 50% | 2% | 25/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Google | 36% | 0% | 18/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 6 | Speechify | 28% | 0% | 14/50 | GPT-5.6 Sol, ChatGPT, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | OpenAI | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 8 | WellSaid | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Resemble | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | LOVO | 20% | 0% | 10/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Podcastle | 16% | 0% | 8/50 | GPT-5.6 Sol, Gemini, Perplexity, Sonar Reasoning Pro |
| 12 | Cartesia | 16% | 0% | 8/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 13 | Hume | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 14 | MiniMax | 12% | 0% | 6/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini |
| 15 | Fish Audio | 12% | 0% | 6/50 | Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 16 | Amazon Polly | 10% | 0% | 5/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Sonar Reasoning Pro |
| 17 | Azure | 8% | 0% | 4/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): ElevenLabs 100%, Descript 100%, Murf 80%, OpenAI 80%, Speechify 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): ElevenLabs 100%, Descript 60%, OpenAI 60%, Murf 40%, WellSaid 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): ElevenLabs 100%, Descript 80%, Play.ht 80%, Murf 60%, OpenAI 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): ElevenLabs 100%, Google 80%, Murf 60%, Descript 60%, Play.ht 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): ElevenLabs 100%, Murf 80%, Descript 60%, Play.ht 60%, Google 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): ElevenLabs 100%, Murf 100%, Descript 80%, Play.ht 80%, Google 40%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): ElevenLabs 100%, Murf 60%, Descript 60%, Podcastle 60%, Play.ht 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): ElevenLabs 100%, Murf 80%, Descript 60%, Google 60%, Speechify 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): ElevenLabs 100%, Murf 100%, Descript 80%, Play.ht 60%, Speechify 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): ElevenLabs 100%, Murf 80%, Descript 80%, Play.ht 80%, LOVO 80%

## Sources the models cited

- youtube.com: 71
- inworld.ai: 58
- therundown.ai: 39
- oakgen.ai: 32
- zapier.com: 29
- elevenlabs.io: 28
- noiz.ai: 28
- podcastify.io: 27
- toolradar.com: 26
- moonb.io: 25
- freetts.org: 24
- hinoter.com: 21
- layer3labs.io: 18
- wireflow.ai: 18
- visme.co: 15

## Prompts

1. What is the best AI voice generation or text-to-speech tool for a podcaster? Name specific products.
2. Which AI voice generation or text-to-speech tool would you recommend to a podcaster in 2026?
3. Compare the top AI voice generation or text-to-speech tool options right now.
4. I'm a podcaster and I need an AI voice generation or text-to-speech tool. What should I use and why?
5. Best AI voice generation or text-to-speech tool for a realistic voiceover?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/ai-voice (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-voice.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# AI website builders: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-website-builders
Field: Build without a team. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Wix leads** with 96% answer share (named in 48 of 50 answers) and was named first in 74%. Hostinger follows at 76%. 16 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Wix | 96% | 74% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Hostinger | 76% | 2% | 38/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Squarespace | 70% | 4% | 35/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Framer | 56% | 16% | 28/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Shopify | 54% | 0% | 27/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Durable | 48% | 2% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Lovable | 44% | 2% | 22/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | WordPress | 32% | 0% | 16/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 9 | 10Web | 30% | 0% | 15/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 10 | Webflow | 24% | 0% | 12/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini |
| 11 | Bolt | 20% | 0% | 10/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 12 | v0 | 20% | 0% | 10/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 13 | Base44 | 16% | 0% | 8/50 | Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 14 | Carrd | 12% | 0% | 6/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Gemini, Gemini 3.5 Flash, Perplexity |
| 15 | Unbounce | 10% | 0% | 5/50 | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 16 | Relume | 2% | 0% | 1/50 | ChatGPT |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Wix 100%, Squarespace 80%, Shopify 80%, Hostinger 40%, Framer 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Wix 100%, Shopify 80%, Squarespace 60%, Hostinger 40%, Framer 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Wix 100%, Hostinger 80%, Framer 80%, Squarespace 60%, Shopify 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Wix 100%, Lovable 100%, v0 100%, Hostinger 80%, Squarespace 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Hostinger 100%, Squarespace 100%, Wix 80%, Framer 80%, WordPress 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Wix 100%, Hostinger 80%, Framer 80%, Squarespace 60%, Durable 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Wix 100%, Hostinger 100%, Squarespace 60%, Framer 60%, Shopify 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Hostinger 100%, Wix 80%, Lovable 80%, Base44 60%, Squarespace 40%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Wix 100%, Durable 100%, Hostinger 80%, Squarespace 80%, Shopify 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Wix 100%, Squarespace 80%, Hostinger 60%, Shopify 60%, Durable 60%

## Sources the models cited

- youtube.com: 164
- playcode.io: 77
- nxcode.io: 69
- sintra.ai: 41
- networksolutions.com: 40
- website-builders.cybernews.com: 34
- launchthedamnthing.com: 31
- titan.email: 25
- wix.com: 22
- reddit.com: 22
- technologyadvice.com: 21
- tech.co: 18
- base44.com: 17
- chilledsites.com: 16
- zapier.com: 16

## Prompts

1. What is the best AI website builder for a small business? Name specific products.
2. Which AI website builder would you recommend to a small business in 2026?
3. Compare the top AI website builder options right now.
4. I'm a small business and I need an AI website builder. What should I use and why?
5. Best AI website builder for a startup landing page?

## Tracked but never named

Dorik

Raw answers: https://www.memetik.ai/index/ai-website-builders (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-website-builders.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# App hosting for startups: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/app-hosting
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Vercel leads** with 92% answer share (named in 46 of 50 answers) and was named first in 62%. AWS follows at 84%. 18 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Vercel | 92% | 62% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | AWS | 84% | 0% | 42/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Render | 82% | 16% | 41/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Cloudflare | 68% | 0% | 34/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Railway | 66% | 4% | 33/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Google Cloud | 60% | 2% | 30/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Fly.io | 56% | 0% | 28/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 8 | DigitalOcean | 56% | 0% | 28/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Netlify | 54% | 0% | 27/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Azure | 50% | 0% | 25/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Heroku | 32% | 2% | 16/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Hetzner | 26% | 0% | 13/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 13 | Hostinger | 22% | 14% | 11/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 14 | Supabase | 22% | 0% | 11/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini 3.5 Flash, Perplexity |
| 15 | Bluehost | 18% | 0% | 9/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 16 | SiteGround | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 17 | Coolify | 8% | 0% | 4/50 | Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 18 | DreamHost | 6% | 0% | 3/50 | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Vercel 100%, AWS 100%, Render 100%, Cloudflare 80%, Google Cloud 80%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Vercel 100%, AWS 100%, Render 80%, Cloudflare 80%, Fly.io 80%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Vercel 100%, AWS 100%, Render 100%, Fly.io 100%, Cloudflare 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Vercel 100%, Render 100%, Railway 100%, Fly.io 100%, AWS 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): AWS 100%, Vercel 80%, Render 80%, Railway 80%, Google Cloud 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Vercel 80%, AWS 80%, Render 80%, Railway 80%, DigitalOcean 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Vercel 100%, AWS 100%, Render 80%, Google Cloud 80%, Fly.io 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Vercel 100%, Cloudflare 100%, DigitalOcean 100%, AWS 80%, Render 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Vercel 80%, Render 60%, Cloudflare 60%, Railway 60%, AWS 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Vercel 80%, Cloudflare 80%, DigitalOcean 80%, Hostinger 80%, AWS 60%

## Sources the models cited

- reddit.com: 57
- makerkit.dev: 32
- appwrite.io: 30
- youtube.com: 28
- northflank.com: 25
- vercel.com: 23
- medium.com: 23
- hostingstep.com: 21
- render.com: 19
- techradar.com: 19
- webapprater.com: 19
- pandastack.io: 18
- dev.to: 16
- websiteplanet.com: 15
- blog.railway.com: 15

## Prompts

1. What is the best hosting platform for a web app? Name specific products.
2. Which hosting platform would you recommend to a web app in 2026?
3. Compare the top hosting platform options right now.
4. I'm a web app and I need a hosting platform. What should I use and why?
5. Best hosting platform for a web app for a Next.js app with a backend?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/app-hosting (every answer published in full). Chart image: https://www.memetik.ai/charts/app-hosting.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Authentication for developers: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/developer-auth
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Clerk leads** with 98% answer share (named in 49 of 50 answers) and was named first in 58%. Auth0 follows at 94%. 17 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Clerk | 98% | 58% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Auth0 | 94% | 8% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | WorkOS | 80% | 18% | 40/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Supabase Auth | 74% | 0% | 37/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Firebase Auth | 42% | 2% | 21/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | AuthKit | 36% | 0% | 18/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 7 | Kinde | 34% | 8% | 17/50 | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | PropelAuth | 30% | 0% | 15/50 | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | NextAuth / Auth.js | 28% | 4% | 14/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Stytch | 28% | 0% | 14/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Better Auth | 26% | 2% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Keycloak | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 13 | AWS Cognito | 20% | 0% | 10/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 14 | Descope | 14% | 0% | 7/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 15 | Frontegg | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |
| 16 | FusionAuth | 10% | 0% | 5/50 | Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 17 | Ory | 2% | 0% | 1/50 | Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Clerk 100%, WorkOS 100%, AuthKit 100%, Auth0 80%, Supabase Auth 80%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Clerk 100%, Auth0 100%, WorkOS 80%, AuthKit 80%, Supabase Auth 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Clerk 100%, Auth0 100%, Supabase Auth 80%, Firebase Auth 80%, WorkOS 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Clerk 100%, Auth0 100%, WorkOS 80%, Supabase Auth 80%, Kinde 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Clerk 100%, Auth0 100%, Supabase Auth 80%, Firebase Auth 80%, WorkOS 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Clerk 100%, Auth0 100%, WorkOS 60%, Supabase Auth 60%, Firebase Auth 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Clerk 100%, Auth0 100%, WorkOS 100%, Supabase Auth 100%, PropelAuth 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Clerk 100%, Auth0 100%, WorkOS 100%, Supabase Auth 100%, AuthKit 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Clerk 100%, Auth0 80%, WorkOS 80%, Supabase Auth 40%, Firebase Auth 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Clerk 80%, Auth0 80%, WorkOS 80%, Supabase Auth 60%, Keycloak 60%

## Sources the models cited

- kinde.com: 99
- propelauth.com: 88
- workos.com: 83
- merginit.com: 80
- ssojet.com: 47
- designkey.studio: 47
- spiderhunts.com: 40
- reddit.com: 34
- clerk.com: 31
- boilerplatehub.com: 31
- pkgpulse.com: 27
- dev.to: 26
- auth0.com: 21
- mojoauth.com: 20
- makerkit.dev: 20

## Prompts

1. What is the best authentication provider for a new SaaS app? Name specific products.
2. Which auth service should I use for a Next.js startup?
3. Compare the top user authentication platforms for startups.
4. I'm building a B2B app and need SSO and user management. What do you recommend?
5. Best managed auth for a startup that wants to avoid building login itself?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/developer-auth (every answer published in full). Chart image: https://www.memetik.ai/charts/developer-auth.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Automation platforms: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/no-code-automation
Field: Build without a team. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Zapier leads** with 100% answer share (named in 50 of 50 answers) and was named first in 70%. n8n follows at 100%. 14 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Zapier | 100% | 70% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | n8n | 100% | 14% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Make | 98% | 16% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Workato | 52% | 0% | 26/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Power Automate | 38% | 0% | 19/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Gumloop | 24% | 0% | 12/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 7 | Pipedream | 22% | 0% | 11/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5 |
| 8 | Tray | 14% | 0% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | Composio | 12% | 0% | 6/50 | Gemini, Gemini 3.5 Flash |
| 10 | Relay.app | 12% | 0% | 6/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Perplexity |
| 11 | Airtable | 10% | 0% | 5/50 | Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Lindy | 4% | 0% | 2/50 | Perplexity, Sonar Reasoning Pro |
| 13 | Bardeen | 2% | 0% | 1/50 | Gemini |
| 14 | Activepieces | 2% | 0% | 1/50 | Gemini |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 60%, Power Automate 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 100%, Power Automate 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 80%, Pipedream 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 40%, Power Automate 40%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 80%, Power Automate 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 60%, Power Automate 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Zapier 100%, n8n 100%, Make 100%, Gumloop 60%, Composio 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Zapier 100%, n8n 100%, Make 100%, Composio 80%, Gumloop 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Zapier 100%, n8n 100%, Make 80%, Workato 20%, Power Automate 20%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Zapier 100%, n8n 100%, Make 100%, Workato 40%, Power Automate 20%

## Sources the models cited

- youtube.com: 71
- zapier.com: 64
- ayautomate.com: 60
- codewords.ai: 55
- parseur.com: 51
- zapsstudio.com: 46
- reddit.com: 39
- getint.io: 36
- intuz.com: 33
- vellum.ai: 28
- medium.com: 27
- composio.dev: 21
- puffersoft.com: 20
- make.com: 17
- technovapartners.com: 16

## Prompts

1. What is the best automation platform to connect apps and run workflows for a startup operator? Name specific products.
2. Which automation platform to connect apps and run workflows would you recommend to a startup operator in 2026?
3. Compare the top automation platform to connect apps and run workflows options right now.
4. I'm a startup operator and I need an automation platform to connect apps and run workflows. What should I use and why?
5. Best automation platform to connect apps and run workflows for AI-powered workflows?

## Tracked but never named

Latenode

Raw answers: https://www.memetik.ai/index/no-code-automation (every answer published in full). Chart image: https://www.memetik.ai/charts/no-code-automation.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Browser automation for agents: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/browser-agents
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Playwright leads** with 96% answer share (named in 48 of 50 answers) and was named first in 42%. Stagehand follows at 82%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Playwright | 96% | 42% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Stagehand | 82% | 14% | 41/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Browserbase | 82% | 2% | 41/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Browser Use | 80% | 30% | 40/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Skyvern | 54% | 0% | 27/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Selenium | 48% | 2% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Puppeteer | 48% | 0% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Bright Data | 42% | 4% | 21/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Steel | 34% | 0% | 17/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 10 | Firecrawl | 28% | 2% | 14/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Cypress | 18% | 0% | 9/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 12 | BrowserAct | 16% | 4% | 8/50 | Claude Opus 5, Perplexity, Sonar Reasoning Pro |
| 13 | Kernel | 12% | 0% | 6/50 | Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 14 | Hyperbrowser | 8% | 0% | 4/50 | Claude, Claude Fable 5, Gemini 3.5 Flash |
| 15 | Anchor | 6% | 0% | 3/50 | Claude, Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Playwright 100%, Stagehand 80%, Browserbase 80%, Browser Use 60%, Skyvern 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Playwright 100%, Stagehand 80%, Browserbase 40%, Browser Use 40%, Selenium 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Playwright 100%, Stagehand 80%, Browserbase 80%, Selenium 80%, Puppeteer 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Playwright 100%, Stagehand 100%, Browserbase 100%, Browser Use 100%, Bright Data 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Playwright 100%, Stagehand 100%, Browserbase 100%, Browser Use 100%, Bright Data 100%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Stagehand 100%, Browserbase 100%, Browser Use 100%, Playwright 80%, Skyvern 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Playwright 100%, Stagehand 100%, Browserbase 80%, Skyvern 60%, Puppeteer 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Playwright 100%, Browser Use 100%, Browserbase 80%, Selenium 80%, Puppeteer 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Playwright 100%, Browser Use 100%, Firecrawl 100%, Browserbase 80%, Stagehand 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Browser Use 100%, Playwright 80%, Stagehand 80%, Browserbase 80%, Skyvern 80%

## Sources the models cited

- scrapfly.io: 125
- firecrawl.dev: 87
- brightdata.com: 83
- youtube.com: 80
- mastra.ai: 60
- unbrowse.ai: 58
- github.com: 42
- reddit.com: 32
- usecarly.com: 26
- skyvern.com: 24
- nodemaven.com: 24
- browseract.com: 20
- browserless.io: 20
- browserbase.com: 19
- stagehand.dev: 18

## Prompts

1. What is the best browser automation tool for AI agents? Name specific products.
2. Which browser automation tool would you recommend to AI agents in 2026?
3. Compare the top browser automation tool options right now.
4. I'm AI agents and I need a browser automation tool. What should I use and why?
5. Best browser automation tool for AI agents to let an agent use websites?

## Tracked but never named

Apify, Notte

Raw answers: https://www.memetik.ai/index/browser-agents (every answer published in full). Chart image: https://www.memetik.ai/charts/browser-agents.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Creator monetization platforms: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/creator-monetization
Field: Creator economy. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Podia leads** with 92% answer share (named in 46 of 50 answers) and was named first in 48%. Gumroad follows at 82%. 16 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Podia | 92% | 48% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Gumroad | 82% | 22% | 41/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Payhip | 72% | 10% | 36/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Kajabi | 62% | 8% | 31/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Shopify | 42% | 0% | 21/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Patreon | 30% | 0% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 7 | Skool | 26% | 2% | 13/50 | Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Circle | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 9 | Lemon Squeezy | 26% | 0% | 13/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| 10 | Whop | 24% | 0% | 12/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 11 | Stan | 22% | 4% | 11/50 | Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Teachable | 20% | 0% | 10/50 | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity |
| 13 | Sellfy | 16% | 0% | 8/50 | Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 14 | Fourthwall | 12% | 6% | 6/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna |
| 15 | Beacons | 2% | 0% | 1/50 | Gemini 3.5 Flash |
| 16 | Memberful | 2% | 0% | 1/50 | ChatGPT |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Podia 80%, Gumroad 80%, Kajabi 80%, Patreon 80%, Circle 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Podia 80%, Gumroad 80%, Shopify 60%, Patreon 60%, Circle 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Podia 100%, Gumroad 100%, Kajabi 100%, Patreon 60%, Fourthwall 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Podia 100%, Gumroad 100%, Payhip 100%, Kajabi 60%, Shopify 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Podia 100%, Gumroad 100%, Payhip 100%, Shopify 60%, Whop 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Podia 100%, Gumroad 100%, Payhip 100%, Shopify 60%, Sellfy 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Gumroad 100%, Kajabi 100%, Skool 100%, Podia 80%, Payhip 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Payhip 100%, Kajabi 100%, Skool 100%, Lemon Squeezy 100%, Podia 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Podia 100%, Payhip 100%, Gumroad 80%, Teachable 80%, Kajabi 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Podia 100%, Payhip 100%, Kajabi 40%, Whop 40%, Sellfy 40%

## Sources the models cited

- youtube.com: 94
- kourses.com: 86
- payhip.com: 72
- bigcatcreative.com: 27
- taap.bio: 26
- podia.com: 25
- linkjolt.io: 25
- reddit.com: 25
- digitalcoursefreelancer.com: 20
- createsell.com: 19
- armemberplugin.com: 18
- gumroad.com: 17
- whop.com: 16
- ebdeals.readme.io: 15
- ecomm.design: 14

## Prompts

1. What is the best platform to sell digital products and memberships for a creator? Name specific products.
2. Which platform to sell digital products and memberships would you recommend to a creator in 2026?
3. Compare the top platform to sell digital products and memberships options right now.
4. I'm a creator and I need a platform to sell digital products and memberships. What should I use and why?
5. Best platform to sell digital products and memberships for a creator with 50k followers?

## Tracked but never named

Ko-fi, Buy Me a Coffee

Raw answers: https://www.memetik.ai/index/creator-monetization (every answer published in full). Chart image: https://www.memetik.ai/charts/creator-monetization.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# CRM for startups: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/startup-crm
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**HubSpot leads** with 100% answer share (named in 50 of 50 answers) and was named first in 64%. Pipedrive follows at 100%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | HubSpot | 100% | 64% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Pipedrive | 100% | 16% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Attio | 68% | 4% | 34/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Salesforce | 62% | 2% | 31/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Close | 58% | 2% | 29/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Zoho CRM | 54% | 8% | 27/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Notion | 30% | 2% | 15/50 | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 8 | Folk | 26% | 0% | 13/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Freshsales | 22% | 2% | 11/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 10 | Airtable | 16% | 0% | 8/50 | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| 11 | Copper | 10% | 0% | 5/50 | GPT-5.6 Sol, Claude, Claude Fable 5, Gemini 3.5 Flash |
| 12 | Streak | 10% | 0% | 5/50 | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 13 | Monday CRM | 8% | 0% | 4/50 | Claude Opus 5, Claude, Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 80%, Salesforce 60%, Close 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 80%, Close 80%, Salesforce 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 80%, Salesforce 60%, Close 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): HubSpot 100%, Pipedrive 100%, Salesforce 100%, Attio 60%, Zoho CRM 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): HubSpot 100%, Pipedrive 100%, Salesforce 100%, Zoho CRM 80%, Attio 40%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): HubSpot 100%, Pipedrive 100%, Zoho CRM 80%, Close 60%, Attio 40%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 80%, Notion 80%, Salesforce 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 100%, Notion 100%, Close 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): HubSpot 100%, Pipedrive 100%, Close 80%, Attio 60%, Salesforce 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): HubSpot 100%, Pipedrive 100%, Attio 60%, Salesforce 60%, Close 60%

## Sources the models cited

- youtube.com: 71
- attio.com: 39
- withallo.com: 38
- spotsaas.com: 35
- reddit.com: 30
- hubspot.com: 25
- lightfield.app: 23
- saasmaste.com: 20
- techradar.com: 18
- startupik.com: 16
- smashsend.com: 16
- zoflowx.com: 15
- johngalt-finance.com: 15
- autogrowthsuite1.com: 14
- twilead.com: 13

## Prompts

1. What is the best CRM for an early-stage startup? Name specific products.
2. Which CRM should a 5-person B2B SaaS sales team use?
3. Compare the top CRMs for startups in 2026.
4. I'm a founder doing my own sales. Which CRM do you recommend?
5. Best affordable CRM for a startup that will scale to 50 reps?

## Tracked but never named

Insightly

Raw answers: https://www.memetik.ai/index/startup-crm (every answer published in full). Chart image: https://www.memetik.ai/charts/startup-crm.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Databases for startups: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/startup-databases
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Supabase leads** with 98% answer share (named in 49 of 50 answers) and was named first in 52%. AWS RDS follows at 92%. 17 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Supabase | 98% | 52% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | AWS RDS | 92% | 24% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Neon | 90% | 22% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Google Cloud SQL | 66% | 0% | 33/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | PlanetScale | 64% | 0% | 32/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | MongoDB | 64% | 0% | 32/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Turso | 32% | 0% | 16/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Firebase | 24% | 0% | 12/50 | ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | CockroachDB | 20% | 0% | 10/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5 |
| 10 | Northflank | 14% | 2% | 7/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | Crunchy Bridge | 12% | 0% | 6/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| 12 | DigitalOcean | 12% | 0% | 6/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Sonar Reasoning Pro |
| 13 | Upstash | 12% | 0% | 6/50 | Claude, Claude Fable 5, Gemini |
| 14 | Cloudflare D1 | 8% | 0% | 4/50 | GPT-5.6 Sol, Claude Opus 5, Claude |
| 15 | Prisma | 6% | 0% | 3/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna |
| 16 | Railway | 6% | 0% | 3/50 | GPT-5.6 Luna, Claude Opus 5, Claude |
| 17 | Xata | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Supabase 100%, AWS RDS 100%, Neon 100%, Google Cloud SQL 100%, MongoDB 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): AWS RDS 100%, Supabase 80%, Google Cloud SQL 80%, MongoDB 60%, Neon 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Supabase 100%, AWS RDS 100%, Neon 80%, Google Cloud SQL 80%, MongoDB 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Supabase 100%, AWS RDS 100%, Neon 100%, PlanetScale 100%, MongoDB 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Supabase 100%, AWS RDS 100%, MongoDB 100%, Neon 80%, Google Cloud SQL 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Supabase 100%, Neon 100%, PlanetScale 100%, MongoDB 80%, CockroachDB 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Supabase 100%, AWS RDS 100%, Neon 100%, Google Cloud SQL 80%, MongoDB 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Supabase 100%, AWS RDS 100%, Neon 100%, PlanetScale 80%, MongoDB 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Supabase 100%, Neon 100%, AWS RDS 80%, Google Cloud SQL 60%, PlanetScale 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Supabase 100%, AWS RDS 100%, Neon 100%, PlanetScale 80%, Google Cloud SQL 60%

## Sources the models cited

- northflank.com: 96
- buildmvpfa.st: 53
- makerkit.dev: 46
- whipp.studio: 35
- devtoolsacademy.com: 31
- blog.railway.com: 21
- instaclustr.com: 21
- checkthat.ai: 18
- aws.amazon.com: 16
- reddit.com: 16
- supabase.com: 15
- launchtry.com: 14
- dreamlit.ai: 13
- strongdm.com: 13
- cloud.google.com: 12

## Prompts

1. What is the best managed database for a startup? Name specific products.
2. Which managed database would you recommend to a startup in 2026?
3. Compare the top managed database options right now.
4. I'm a startup and I need a managed database. What should I use and why?
5. Best managed database for a Postgres-based SaaS?

## Tracked but never named

Convex

Raw answers: https://www.memetik.ai/index/startup-databases (every answer published in full). Chart image: https://www.memetik.ai/charts/startup-databases.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Inference hosting: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/inference-hosting
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Hugging Face leads** with 96% answer share (named in 48 of 50 answers) and was named first in 34%. Together follows at 90%. 18 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Hugging Face | 96% | 34% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Together | 90% | 38% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Fireworks | 86% | 8% | 43/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Baseten | 72% | 0% | 36/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Modal | 68% | 4% | 34/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 6 | RunPod | 68% | 0% | 34/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Groq | 64% | 10% | 32/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Replicate | 46% | 0% | 23/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Ollama | 42% | 2% | 21/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Amazon Bedrock | 38% | 0% | 19/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 11 | SiliconFlow | 34% | 2% | 17/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Lambda | 28% | 0% | 14/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| 13 | DeepInfra | 16% | 0% | 8/50 | GPT-5.6 Sol, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 14 | Vast.ai | 16% | 0% | 8/50 | Claude, Gemini, Gemini 3.5 Flash |
| 15 | OpenRouter | 12% | 2% | 6/50 | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash |
| 16 | Cerebras | 4% | 0% | 2/50 | Claude Opus 5, Claude Fable 5 |
| 17 | Anyscale | 2% | 0% | 1/50 | Gemini 3.5 Flash |
| 18 | Vercel AI | 2% | 0% | 1/50 | Gemini |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Modal 100%, Hugging Face 80%, Together 80%, Baseten 80%, Fireworks 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Hugging Face 80%, Together 60%, Fireworks 60%, Modal 60%, Baseten 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Hugging Face 100%, Modal 100%, RunPod 80%, Replicate 80%, Together 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, Baseten 100%, Groq 100%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, RunPod 80%, Groq 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, Baseten 100%, Groq 100%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, Modal 100%, RunPod 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Hugging Face 100%, Together 100%, Baseten 100%, Modal 100%, RunPod 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, RunPod 100%, Baseten 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Hugging Face 100%, Together 100%, Fireworks 100%, Groq 100%, RunPod 80%

## Sources the models cited

- llmapi.ai: 107
- edenai.co: 66
- siliconflow.com: 54
- databasemart.com: 53
- fireworks.ai: 48
- huggingface.co: 36
- spheron.network: 34
- hammansamuel.medium.com: 33
- reddit.com: 28
- checkthat.ai: 28
- runpod.io: 21
- thundercompute.com: 19
- northflank.com: 17
- qualixsolutions.com: 15
- guptadeepak.com: 14

## Prompts

1. What is the best platform to host and serve open-source models for a developer? Name specific products.
2. Which platform to host and serve open-source models would you recommend to a developer in 2026?
3. Compare the top platform to host and serve open-source models options right now.
4. I'm a developer and I need a platform to host and serve open-source models. What should I use and why?
5. Best platform to host and serve open-source models for fast, cheap inference?

## Tracked but never named

SambaNova

Raw answers: https://www.memetik.ai/index/inference-hosting (every answer published in full). Chart image: https://www.memetik.ai/charts/inference-hosting.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Link-in-bio tools: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/link-in-bio
Field: Creator economy. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Linktree leads** with 100% answer share (named in 50 of 50 answers) and was named first in 48%. Beacons follows at 100%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Linktree | 100% | 48% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Beacons | 100% | 26% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Stan | 90% | 20% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Later | 50% | 0% | 25/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Carrd | 42% | 0% | 21/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Lnk.Bio | 30% | 0% | 15/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Taplink | 22% | 0% | 11/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity |
| 8 | Bento | 16% | 0% | 8/50 | ChatGPT, Claude Opus 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | Milkshake | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 10 | Hopp | 14% | 6% | 7/50 | Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 11 | Campsite | 12% | 0% | 6/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Fable 5 |
| 12 | Shorby | 10% | 0% | 5/50 | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |
| 13 | Komi | 2% | 0% | 1/50 | GPT-5.6 Luna |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Linktree 100%, Beacons 100%, Stan 80%, Later 60%, Carrd 20%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Later 60%, Carrd 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Carrd 80%, Later 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Taplink 80%, Lnk.Bio 40%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Linktree 100%, Beacons 100%, Stan 80%, Carrd 80%, Later 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Linktree 100%, Beacons 100%, Stan 60%, Taplink 60%, Later 40%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Milkshake 60%, Later 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Later 100%, Carrd 40%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Linktree 100%, Beacons 100%, Stan 80%, Lnk.Bio 60%, Later 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Linktree 100%, Beacons 100%, Stan 100%, Carrd 60%, Later 40%

## Sources the models cited

- youtube.com: 114
- linkrr.store: 68
- medium.com: 54
- liink.is: 42
- stan.store: 33
- instantdm.com: 30
- shinewithnatasha.com: 27
- brandid.app: 21
- linkinbio.com: 19
- socialez.com: 18
- own.page: 17
- adamconnell.me: 17
- u2l.ai: 17
- viraly.io: 16
- reddit.com: 15

## Prompts

1. What is the best link-in-bio tool for a creator? Name specific products.
2. Which link-in-bio tool would you recommend to a creator in 2026?
3. Compare the top link-in-bio tool options right now.
4. I'm a creator and I need a link-in-bio tool. What should I use and why?
5. Best link-in-bio tool for an Instagram creator?

## Tracked but never named

Bio.site, Tap.bio, Snipfeed

Raw answers: https://www.memetik.ai/index/link-in-bio (every answer published in full). Chart image: https://www.memetik.ai/charts/link-in-bio.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# LLM APIs: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/llm-apis
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**OpenAI leads** with 100% answer share (named in 50 of 50 answers) and was named first in 66%. Google follows at 100%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | OpenAI | 100% | 66% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Google | 100% | 4% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Anthropic | 92% | 28% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | DeepSeek | 66% | 2% | 33/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | OpenRouter | 54% | 0% | 27/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Amazon Bedrock | 52% | 0% | 26/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Groq | 50% | 0% | 25/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Azure OpenAI | 48% | 0% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Mistral | 44% | 0% | 22/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Together | 38% | 0% | 19/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 11 | Meta Llama | 34% | 0% | 17/50 | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 12 | LiteLLM | 34% | 0% | 17/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 13 | Qwen | 16% | 0% | 8/50 | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 14 | xAI | 8% | 0% | 4/50 | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5 |
| 15 | Cohere | 2% | 0% | 1/50 | GPT-5.6 Sol |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): OpenAI 100%, Google 100%, Amazon Bedrock 80%, Anthropic 40%, Azure OpenAI 20%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): OpenAI 100%, Google 100%, Anthropic 80%, Amazon Bedrock 40%, Azure OpenAI 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, Mistral 80%, DeepSeek 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, DeepSeek 100%, OpenRouter 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, Together 100%, DeepSeek 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, OpenRouter 100%, Mistral 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, DeepSeek 100%, OpenRouter 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, DeepSeek 100%, OpenRouter 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, DeepSeek 80%, OpenRouter 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): OpenAI 100%, Google 100%, Anthropic 100%, DeepSeek 100%, Meta Llama 100%

## Sources the models cited

- syncfusion.com: 140
- braintrust.dev: 88
- dataiku.com: 59
- ofox.ai: 56
- futureagi.substack.com: 45
- reddit.com: 45
- pecollective.com: 41
- medium.com: 32
- fireworks.ai: 26
- edenai.co: 22
- tokenmix.ai: 22
- ai.google.dev: 21
- morphllm.com: 19
- wireflow.ai: 17
- requesty.ai: 15

## Prompts

1. What is the best LLM API to build a product on for a developer? Name specific products.
2. Which LLM API to build a product on would you recommend to a developer in 2026?
3. Compare the top LLM API to build a product on options right now.
4. I'm a developer and I need a LLM API to build a product on. What should I use and why?
5. Best LLM API to build a product on for an AI startup balancing cost and quality?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/llm-apis (every answer published in full). Chart image: https://www.memetik.ai/charts/llm-apis.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# LLM observability and evals: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/llm-observability
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**LangSmith leads** with 100% answer share (named in 50 of 50 answers) and was named first in 16%. Langfuse follows at 96%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | LangSmith | 100% | 16% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Langfuse | 96% | 50% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Arize | 94% | 2% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Braintrust | 92% | 14% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Confident AI | 68% | 12% | 34/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Helicone | 56% | 0% | 28/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Datadog | 42% | 0% | 21/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 8 | Comet | 36% | 2% | 18/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 9 | MLflow | 30% | 2% | 15/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | OpenObserve | 28% | 2% | 14/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 11 | Portkey | 28% | 0% | 14/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 12 | Weights & Biases | 18% | 0% | 9/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Sonar Reasoning Pro |
| 13 | Galileo | 16% | 0% | 8/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Helicone 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): LangSmith 100%, Arize 100%, Langfuse 60%, Braintrust 60%, Weights & Biases 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Helicone 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Confident AI 100%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Confident AI 100%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): LangSmith 100%, Langfuse 100%, Braintrust 100%, Helicone 100%, Arize 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Confident AI 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): LangSmith 100%, Langfuse 100%, Arize 100%, Braintrust 100%, Confident AI 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): LangSmith 100%, Langfuse 100%, Confident AI 100%, Arize 80%, Braintrust 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): LangSmith 100%, Langfuse 100%, Confident AI 100%, Arize 80%, Braintrust 80%

## Sources the models cited

- confident-ai.com: 155
- braintrust.dev: 99
- reddit.com: 88
- firecrawl.dev: 72
- youtube.com: 70
- langchain.com: 67
- mintlify.com: 57
- medium.com: 53
- marktechpost.com: 49
- mlflow.org: 44
- signoz.io: 44
- arize.com: 27
- openobserve.ai: 27
- pydantic.dev: 25
- truefoundry.com: 22

## Prompts

1. What is the best LLM observability and evaluation platform for an AI engineer? Name specific products.
2. Which LLM observability and evaluation platform would you recommend to an AI engineer in 2026?
3. Compare the top LLM observability and evaluation platform options right now.
4. I'm an AI engineer and I need a LLM observability and evaluation platform. What should I use and why?
5. Best LLM observability and evaluation platform for tracing and evals in production?

## Tracked but never named

PromptLayer, Humanloop, Laminar, Sentry

Raw answers: https://www.memetik.ai/index/llm-observability (every answer published in full). Chart image: https://www.memetik.ai/charts/llm-observability.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Newsletter platforms: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/newsletter-platforms
Field: Creator economy. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Substack leads** with 100% answer share (named in 50 of 50 answers) and was named first in 64%. Beehiiv follows at 98%. 10 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Substack | 100% | 64% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Beehiiv | 98% | 30% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Ghost | 96% | 6% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Kit | 88% | 0% | 44/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | MailerLite | 44% | 0% | 22/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Buttondown | 34% | 0% | 17/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 7 | Mailchimp | 20% | 0% | 10/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | ActiveCampaign | 8% | 0% | 4/50 | Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | Brevo | 8% | 0% | 4/50 | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |
| 10 | Klaviyo | 2% | 0% | 1/50 | Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Substack 100%, Ghost 100%, Kit 100%, Beehiiv 80%, Buttondown 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, Kit 100%, MailerLite 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, Kit 100%, Buttondown 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, MailerLite 60%, Buttondown 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, Kit 100%, Buttondown 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, Kit 100%, MailerLite 40%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, Kit 100%, MailerLite 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Substack 100%, Beehiiv 100%, Kit 100%, Ghost 80%, MailerLite 20%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Substack 100%, Beehiiv 100%, Ghost 100%, MailerLite 100%, Kit 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Substack 100%, Beehiiv 100%, Ghost 80%, Kit 60%, MailerLite 40%

## Sources the models cited

- beehiiv.com: 112
- youtube.com: 98
- storyflow.so: 66
- sequenzy.com: 65
- letters.byburk.net: 31
- skrapp.io: 31
- reddit.com: 31
- thatmarketingbuddy.com: 30
- valueaddvc.com: 29
- emailtooltester.com: 27
- mrktcorrect.com: 26
- mailsoftly.com: 23
- aistackpicks.com: 20
- marketermilk.com: 20
- makeyourcopycount.beehiiv.com: 20

## Prompts

1. What is the best newsletter platform for a writer? Name specific products.
2. Which newsletter platform would you recommend to a writer in 2026?
3. Compare the top newsletter platform options right now.
4. I'm a writer and I need a newsletter platform. What should I use and why?
5. Best newsletter platform for a paid newsletter?

## Tracked but never named

Loops, Resend, Paved, Medium

Raw answers: https://www.memetik.ai/index/newsletter-platforms (every answer published in full). Chart image: https://www.memetik.ai/charts/newsletter-platforms.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Online course platforms: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/course-platforms
Field: Creator economy. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Kajabi leads** with 100% answer share (named in 50 of 50 answers) and was named first in 30%. Thinkific follows at 96%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Kajabi | 100% | 30% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Thinkific | 96% | 28% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Teachable | 80% | 20% | 40/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Udemy | 58% | 4% | 29/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Podia | 52% | 2% | 26/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 6 | Circle | 48% | 2% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | LearnWorlds | 44% | 2% | 22/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | Skool | 42% | 0% | 21/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 9 | Mighty Networks | 42% | 0% | 21/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Systeme.io | 22% | 0% | 11/50 | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 11 | Maven | 20% | 12% | 10/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 12 | Gumroad | 14% | 0% | 7/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5 |
| 13 | Stan | 8% | 0% | 4/50 | Gemini, Gemini 3.5 Flash |
| 14 | Kartra | 6% | 0% | 3/50 | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 15 | Whop | 2% | 0% | 1/50 | Sonar Reasoning Pro |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Kajabi 100%, Thinkific 80%, Teachable 80%, Podia 60%, Circle 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Podia 40%, Udemy 20%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Udemy 60%, Podia 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Udemy 80%, Podia 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Kajabi 100%, Thinkific 80%, Teachable 80%, Udemy 60%, Podia 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Udemy 80%, Skool 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 100%, Circle 100%, Skool 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Kajabi 100%, Thinkific 100%, Circle 100%, Skool 80%, Systeme.io 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Udemy 80%, Podia 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Kajabi 100%, Thinkific 100%, Teachable 80%, Udemy 80%, Podia 60%

## Sources the models cited

- youtube.com: 186
- storyflow.so: 65
- mihaelcacic.com: 44
- zapier.com: 43
- samcart.com: 29
- emailvendorselection.com: 27
- edubracket.com: 24
- circle.so: 21
- digistore24.com: 21
- guideflow.com: 20
- learnybox.com: 20
- teachable.com: 19
- devopscube.com: 19
- ddiy.co: 19
- ruzuku.com: 18

## Prompts

1. What is the best platform to sell an online course for a creator? Name specific products.
2. Which platform to sell an online course would you recommend to a creator in 2026?
3. Compare the top platform to sell an online course options right now.
4. I'm a creator and I need a platform to sell an online course. What should I use and why?
5. Best platform to sell an online course for selling a cohort-based course?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/course-platforms (every answer published in full). Chart image: https://www.memetik.ai/charts/course-platforms.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Paid community platforms: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/paid-communities
Field: Creator economy. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Circle leads** with 100% answer share (named in 50 of 50 answers) and was named first in 60%. Skool follows at 98%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Circle | 100% | 60% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Skool | 98% | 16% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Mighty Networks | 88% | 2% | 44/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Discord | 74% | 18% | 37/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Kajabi | 60% | 0% | 30/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Whop | 52% | 0% | 26/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Patreon | 34% | 0% | 17/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Sonar Reasoning Pro |
| 8 | Heartbeat | 28% | 2% | 14/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | GroupApp | 22% | 0% | 11/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | Slack | 16% | 0% | 8/50 | Claude, Gemini, Gemini 3.5 Flash |
| 11 | Bettermode | 12% | 2% | 6/50 | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |
| 12 | Discourse | 2% | 0% | 1/50 | Perplexity |
| 13 | Nas.io | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Circle 100%, Skool 100%, Mighty Networks 80%, Kajabi 60%, Patreon 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Circle 100%, Skool 100%, Discord 100%, Kajabi 80%, Mighty Networks 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Circle 100%, Skool 100%, Mighty Networks 80%, Kajabi 60%, Discord 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Circle 100%, Skool 100%, Mighty Networks 100%, Discord 100%, GroupApp 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Circle 100%, Skool 100%, Mighty Networks 100%, Discord 80%, Kajabi 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Circle 100%, Mighty Networks 100%, Discord 100%, Skool 80%, Kajabi 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Circle 100%, Skool 100%, Discord 100%, Mighty Networks 80%, Whop 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Circle 100%, Skool 100%, Mighty Networks 100%, Discord 100%, Whop 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Circle 100%, Skool 100%, Mighty Networks 80%, Kajabi 80%, Whop 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Circle 100%, Skool 100%, Mighty Networks 100%, Discord 80%, Kajabi 80%

## Sources the models cited

- youtube.com: 84
- circle.so: 47
- guideflow.com: 39
- mightynetworks.com: 38
- whop.com: 36
- linodash.com: 32
- communipass.com: 31
- ventureharbour.com: 30
- customerhub.com: 30
- group.app: 29
- reddit.com: 29
- standingongiants.com: 27
- bettermode.com: 24
- pocketsflow.com: 19
- creatorstackclub.com: 18

## Prompts

1. What is the best platform to run a paid community for a creator? Name specific products.
2. Which platform to run a paid community would you recommend to a creator in 2026?
3. Compare the top platform to run a paid community options right now.
4. I'm a creator and I need a platform to run a paid community. What should I use and why?
5. Best platform to run a paid community for a paid Discord-style community?

## Tracked but never named

Geneva, Tribe

Raw answers: https://www.memetik.ai/index/paid-communities (every answer published in full). Chart image: https://www.memetik.ai/charts/paid-communities.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Payroll for startups: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/startup-payroll
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Gusto leads** with 100% answer share (named in 50 of 50 answers) and was named first in 86%. Rippling follows at 98%. 14 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Gusto | 100% | 86% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Rippling | 98% | 8% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Deel | 84% | 6% | 42/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Justworks | 62% | 0% | 31/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | QuickBooks Payroll | 56% | 0% | 28/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | OnPay | 52% | 0% | 26/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 7 | Patriot Payroll | 26% | 0% | 13/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | ADP | 22% | 0% | 11/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 9 | Square Payroll | 10% | 0% | 5/50 | ChatGPT, Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 10 | Paychex | 8% | 0% | 4/50 | Claude Opus 5, Claude, Claude Fable 5 |
| 11 | Remote | 6% | 0% | 3/50 | GPT-5.6 Sol, Gemini, Gemini 3.5 Flash |
| 12 | Oyster | 2% | 0% | 1/50 | Sonar Reasoning Pro |
| 13 | Wave Payroll | 2% | 0% | 1/50 | Sonar Reasoning Pro |
| 14 | Zenefits | 2% | 0% | 1/50 | Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Gusto 100%, Rippling 100%, Deel 80%, Justworks 60%, QuickBooks Payroll 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Gusto 100%, Rippling 100%, Justworks 80%, Deel 60%, QuickBooks Payroll 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Gusto 100%, Rippling 100%, Justworks 80%, Deel 60%, QuickBooks Payroll 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Gusto 100%, Rippling 100%, Deel 100%, Justworks 80%, QuickBooks Payroll 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Gusto 100%, Rippling 100%, Deel 100%, Justworks 80%, OnPay 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Gusto 100%, QuickBooks Payroll 100%, Rippling 80%, Deel 80%, OnPay 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Gusto 100%, Rippling 100%, Deel 80%, Justworks 60%, QuickBooks Payroll 40%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Gusto 100%, Rippling 100%, Deel 100%, Justworks 60%, QuickBooks Payroll 40%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Gusto 100%, Rippling 100%, Deel 80%, OnPay 80%, QuickBooks Payroll 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Gusto 100%, Rippling 100%, Deel 100%, OnPay 80%, QuickBooks Payroll 60%

## Sources the models cited

- youtube.com: 126
- valueaddvc.com: 118
- gusto.com: 105
- patriotsoftware.com: 44
- johngalt-finance.com: 39
- hrtechsaas.com: 35
- warp.co: 25
- karllhughes.com: 25
- recruiterslineup.com: 25
- withbridges.com: 24
- rho.co: 23
- rippling.com: 22
- oysterhr.com: 22
- reddit.com: 21
- adp.com: 19

## Prompts

1. What is the best payroll software for a startup with 10 employees? Name specific products.
2. Which payroll provider should a seed-stage US startup use?
3. Compare the top payroll tools for small tech companies.
4. I'm a founder hiring my first employees. What payroll service do you recommend?
5. Best payroll and benefits platform for a remote startup team?

## Tracked but never named

Paycor, Papaya Global

Raw answers: https://www.memetik.ai/index/startup-payroll (every answer published in full). Chart image: https://www.memetik.ai/charts/startup-payroll.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Product analytics: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/product-analytics
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Amplitude leads** with 100% answer share (named in 50 of 50 answers) and was named first in 30%. Mixpanel follows at 100%. 13 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Amplitude | 100% | 30% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Mixpanel | 100% | 22% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | PostHog | 96% | 48% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Heap | 62% | 0% | 31/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Pendo | 54% | 0% | 27/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | FullStory | 30% | 0% | 15/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Google Analytics | 22% | 0% | 11/50 | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | LogRocket | 20% | 0% | 10/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Hotjar | 18% | 0% | 9/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 10 | June | 12% | 0% | 6/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 11 | Segment | 6% | 0% | 3/50 | Claude Opus 5, Gemini 3.5 Flash |
| 12 | UXCam | 4% | 0% | 2/50 | Gemini, Gemini 3.5 Flash |
| 13 | Microsoft Clarity | 4% | 0% | 2/50 | Gemini 3.5 Flash, Perplexity |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 80%, Pendo 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 80%, Heap 60%, Pendo 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Pendo 60%, Heap 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 60%, Pendo 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 80%, Google Analytics 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 60%, Pendo 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 80%, LogRocket 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Pendo 80%, Heap 40%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 100%, Heap 80%, Pendo 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Amplitude 100%, Mixpanel 100%, PostHog 80%, Heap 40%, FullStory 40%

## Sources the models cited

- amplitude.com: 82
- valueaddvc.com: 78
- learn.g2.com: 78
- gainsight.com: 55
- reddit.com: 47
- visionlabs.com: 38
- youtube.com: 33
- pendo.io: 32
- posthog.com: 27
- launchtry.com: 27
- mixpanel.com: 20
- cleverx.com: 18
- ustechautomations.com: 18
- apiscout.dev: 14
- guideflow.com: 13

## Prompts

1. What is the best product analytics tool for a startup? Name specific products.
2. Which product analytics tool would you recommend to a startup in 2026?
3. Compare the top product analytics tool options right now.
4. I'm a startup and I need a product analytics tool. What should I use and why?
5. Best product analytics tool for a B2B SaaS with 10k users?

## Tracked but never named

Plausible, Statsig, Umami

Raw answers: https://www.memetik.ai/index/product-analytics (every answer published in full). Chart image: https://www.memetik.ai/charts/product-analytics.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Short-form clipping tools: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/short-form-clipping
Field: AI media. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Opus Clip leads** with 96% answer share (named in 48 of 50 answers) and was named first in 72%. Descript follows at 74%. 14 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Opus Clip | 96% | 72% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Descript | 74% | 4% | 37/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Vizard | 64% | 6% | 32/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | CapCut | 54% | 6% | 27/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Riverside | 50% | 2% | 25/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 6 | Choppity | 38% | 10% | 19/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Klap | 26% | 0% | 13/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity |
| 8 | Submagic | 20% | 0% | 10/50 | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| 9 | Captions | 18% | 0% | 9/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash |
| 10 | Reap | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 11 | Quso | 16% | 0% | 8/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini |
| 12 | Munch | 12% | 0% | 6/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Gemini |
| 13 | Kapwing | 6% | 0% | 3/50 | Claude, Claude Fable 5 |
| 14 | Veed | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Opus Clip 100%, Descript 100%, Vizard 80%, Riverside 60%, CapCut 40%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Opus Clip 100%, Riverside 60%, Descript 40%, Vizard 40%, Klap 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Opus Clip 100%, Descript 100%, CapCut 60%, Riverside 60%, Vizard 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Opus Clip 100%, Choppity 100%, Descript 80%, CapCut 80%, Vizard 60%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Opus Clip 80%, Descript 80%, CapCut 80%, Choppity 60%, Quso 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Opus Clip 100%, Vizard 100%, CapCut 80%, Choppity 80%, Descript 60%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Opus Clip 100%, Descript 80%, Vizard 80%, Riverside 80%, Submagic 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Opus Clip 100%, Riverside 100%, Descript 60%, Vizard 60%, Captions 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): CapCut 100%, Opus Clip 80%, Descript 80%, Vizard 80%, Choppity 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Opus Clip 100%, Vizard 80%, Descript 60%, CapCut 60%, Choppity 60%

## Sources the models cited

- youtube.com: 117
- choppity.com: 95
- vizard.ai: 53
- capcut.com: 52
- ssemble.com: 52
- therundown.ai: 30
- opus.pro: 27
- ngram.com: 25
- reddit.com: 20
- airpost.ai: 15
- reap.video: 11
- quso.ai: 10
- vmaker.com: 8
- wayin.ai: 8
- heygen.com: 7

## Prompts

1. What is the best AI tool to turn long videos into short clips for a podcaster? Name specific products.
2. Which AI tool to turn long videos into short clips would you recommend to a podcaster in 2026?
3. Compare the top AI tool to turn long videos into short clips options right now.
4. I'm a podcaster and I need an AI tool to turn long videos into short clips. What should I use and why?
5. Best AI tool to turn long videos into short clips for TikTok and Reels?

## Tracked but never named

Podcastle, Crayo, 2short

Raw answers: https://www.memetik.ai/index/short-form-clipping (every answer published in full). Chart image: https://www.memetik.ai/charts/short-form-clipping.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Subscription billing: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/startup-billing
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Stripe Billing leads** with 100% answer share (named in 50 of 50 answers) and was named first in 72%. Chargebee follows at 76%. 15 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Stripe Billing | 100% | 72% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Chargebee | 76% | 4% | 38/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Paddle | 70% | 22% | 35/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Lago | 58% | 0% | 29/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Metronome | 48% | 2% | 24/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 6 | Recurly | 44% | 0% | 22/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Orb | 38% | 0% | 19/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 8 | Maxio | 38% | 0% | 19/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 9 | Lemon Squeezy | 26% | 0% | 13/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 10 | Zuora | 18% | 0% | 9/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Perplexity |
| 11 | Zoho Billing | 14% | 0% | 7/50 | Claude, Perplexity, Sonar Reasoning Pro |
| 12 | FastSpring | 12% | 0% | 6/50 | ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |
| 13 | Polar | 6% | 0% | 3/50 | Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 14 | Braintree | 6% | 0% | 3/50 | Gemini, Gemini 3.5 Flash |
| 15 | Dodo Payments | 6% | 0% | 3/50 | Claude, Claude Fable 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Stripe Billing 100%, Chargebee 80%, Metronome 80%, Paddle 60%, Lago 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Stripe Billing 100%, Paddle 80%, Chargebee 60%, Metronome 60%, Lago 40%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Stripe Billing 100%, Paddle 80%, Lago 60%, Orb 60%, Chargebee 40%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Stripe Billing 100%, Chargebee 80%, Paddle 80%, Lago 80%, Metronome 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Stripe Billing 100%, Chargebee 100%, Paddle 80%, Lago 80%, Recurly 60%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Stripe Billing 100%, Lago 80%, Chargebee 60%, Paddle 60%, Metronome 40%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Stripe Billing 100%, Chargebee 80%, Paddle 80%, Orb 80%, Lago 60%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Stripe Billing 100%, Chargebee 80%, Paddle 80%, Metronome 80%, Lago 60%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Stripe Billing 100%, Chargebee 100%, Paddle 40%, Recurly 40%, Maxio 40%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Stripe Billing 100%, Chargebee 80%, Paddle 60%, Recurly 60%, Maxio 60%

## Sources the models cited

- solvimon.com: 63
- hyperline.co: 47
- reddit.com: 46
- schematichq.com: 37
- youtube.com: 37
- outseta.com: 29
- baremetrics.com: 28
- flexprice.io: 27
- connectpay.com: 24
- dealhub.io: 21
- resubly.com: 20
- solidgate.com: 19
- stripe.com: 18
- zoneandco.com: 17
- fintechspecs.com: 17

## Prompts

1. What is the best subscription billing platform for a SaaS startup? Name specific products.
2. Which billing tool should an early-stage SaaS use instead of building on raw Stripe?
3. Compare the top recurring billing and invoicing platforms for startups.
4. I need usage-based billing for my API startup. What do you recommend?
5. Best billing system for a startup selling globally with tax handling?

## Tracked but never named

Kill Bill

Raw answers: https://www.memetik.ai/index/startup-billing (every answer published in full). Chart image: https://www.memetik.ai/charts/startup-billing.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Transactional email: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/transactional-email
Field: Startup stack. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Resend leads** with 100% answer share (named in 50 of 50 answers) and was named first in 56%. Amazon SES follows at 96%. 12 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Resend | 100% | 56% | 50/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Amazon SES | 96% | 4% | 48/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Postmark | 94% | 30% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | SendGrid | 86% | 2% | 43/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Mailgun | 78% | 0% | 39/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Mailtrap | 52% | 8% | 26/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Brevo | 26% | 0% | 13/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| 8 | Loops | 10% | 0% | 5/50 | Claude Opus 5, Gemini, Gemini 3.5 Flash |
| 9 | Knock | 10% | 0% | 5/50 | Claude Opus 5, Claude, Claude Fable 5 |
| 10 | SparkPost | 4% | 0% | 2/50 | GPT-5.6 Sol, GPT-5.6 Luna |
| 11 | Mailjet | 2% | 0% | 1/50 | Claude |
| 12 | Plunk | 2% | 0% | 1/50 | Claude Opus 5 |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Resend 100%, Amazon SES 100%, Postmark 80%, SendGrid 80%, Mailgun 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Resend 100%, Amazon SES 100%, SendGrid 100%, Postmark 60%, Mailgun 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, SendGrid 100%, Mailgun 100%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, Mailgun 100%, SendGrid 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, Mailgun 100%, SendGrid 80%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, SendGrid 100%, Mailgun 80%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, SendGrid 80%, Mailtrap 80%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Resend 100%, Amazon SES 100%, Postmark 100%, Mailgun 80%, Mailtrap 80%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Resend 100%, Postmark 100%, SendGrid 100%, Amazon SES 80%, Mailgun 60%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Resend 100%, Postmark 100%, SendGrid 100%, Mailtrap 100%, Amazon SES 80%

## Sources the models cited

- mailtrap.io: 193
- nitrosend.com: 112
- agentmail.to: 112
- smtp2go.com: 104
- sequenzy.com: 85
- reddit.com: 58
- maestra.io: 37
- ventureharbour.com: 37
- mailtoolscout.com: 26
- emailvendorselection.com: 24
- postmarkapp.com: 22
- sendlayer.com: 21
- loops.so: 16
- mailgun.com: 15
- bavimail.com: 15

## Prompts

1. What is the best transactional email API for a developer? Name specific products.
2. Which transactional email API would you recommend to a developer in 2026?
3. Compare the top transactional email API options right now.
4. I'm a developer and I need a transactional email API. What should I use and why?
5. Best transactional email API for a SaaS sending signup and receipt emails?

## Tracked but never named

Customer.io, Courier

Raw answers: https://www.memetik.ai/index/transactional-email (every answer published in full). Chart image: https://www.memetik.ai/charts/transactional-email.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Vector databases: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/vector-databases
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**pgvector leads** with 98% answer share (named in 49 of 50 answers) and was named first in 32%. Qdrant follows at 98%. 16 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | pgvector | 98% | 32% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Qdrant | 98% | 24% | 49/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Pinecone | 94% | 38% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Weaviate | 90% | 0% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Milvus | 90% | 0% | 45/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Chroma | 48% | 4% | 24/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Elasticsearch | 46% | 0% | 23/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 8 | OpenSearch | 36% | 0% | 18/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | LanceDB | 20% | 0% | 10/50 | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 10 | Redis | 18% | 0% | 9/50 | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 11 | Turbopuffer | 14% | 0% | 7/50 | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| 12 | Vespa | 10% | 0% | 5/50 | Claude Opus 5, Claude Fable 5, Gemini, Sonar Reasoning Pro |
| 13 | Supabase | 6% | 0% | 3/50 | GPT-5.6 Luna, Gemini |
| 14 | Neon | 6% | 0% | 3/50 | GPT-5.6 Luna, Gemini |
| 15 | MongoDB | 6% | 0% | 3/50 | Claude, Sonar Reasoning Pro |
| 16 | FAISS | 2% | 0% | 1/50 | ChatGPT |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 80%, Weaviate 80%, Milvus 80%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 80%, Milvus 80%, Weaviate 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Milvus 100%, Weaviate 80%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 100%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 100%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 100%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): pgvector 100%, Qdrant 100%, Pinecone 100%, Weaviate 100%, Milvus 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): pgvector 80%, Qdrant 80%, Pinecone 80%, Weaviate 80%, Milvus 60%

## Sources the models cited

- firecrawl.dev: 176
- medium.com: 102
- dev.to: 73
- iternal.ai: 70
- alphacorp.ai: 51
- youtube.com: 42
- braintrust.dev: 39
- qdrant.tech: 33
- redis.io: 30
- pingcap.com: 22
- ranksquire.com: 18
- zenml.io: 15
- encore.dev: 15
- karthikeyanrathinam.medium.com: 14
- reddit.com: 14

## Prompts

1. What is the best vector database for a RAG application? Name specific products.
2. Which vector database would you recommend to a RAG application in 2026?
3. Compare the top vector database options right now.
4. I'm a RAG application and I need a vector database. What should I use and why?
5. Best vector database for a RAG application for a startup building AI search?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/vector-databases (every answer published in full). Chart image: https://www.memetik.ai/charts/vector-databases.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# Web search and scraping APIs for AI: which vendors AI models recommend (September 2026)

Source: Memetik Index, https://www.memetik.ai/index/ai-search-apis
Field: AI infra. Edition: 2026-09. Run: 2026-09-02.
Method: 5 fixed buyer prompts sent once each to 10 current models (GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna, Claude Opus 5, Claude Sonnet 5, Claude Fable 5, Gemini 3.6 Flash, Gemini 3.5 Flash, Sonar Pro, Sonar Reasoning Pro) via their APIs with web search enabled. 50 answers. Answer share = fraction of answers naming the vendor. Named first = fraction where it was the first tracked vendor named.

**Exa leads** with 94% answer share (named in 47 of 50 answers) and was named first in 8%. Tavily follows at 92%. 17 vendors were named at least once.

## Answer share

| # | Vendor | Answer share | Named first | Mentions | Models |
|---|---|---|---|---|---|
| 1 | Exa | 94% | 8% | 47/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 2 | Tavily | 92% | 32% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 3 | Firecrawl | 92% | 28% | 46/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 4 | Brave Search | 84% | 8% | 42/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 5 | Serper | 62% | 4% | 31/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 6 | Bing | 60% | 14% | 30/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 7 | Parallel | 42% | 4% | 21/50 | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| 8 | ScrapingBee | 36% | 0% | 18/50 | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 9 | Bright Data | 34% | 0% | 17/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 10 | Perplexity | 30% | 0% | 15/50 | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 11 | Apify | 24% | 0% | 12/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| 12 | SerpApi | 22% | 0% | 11/50 | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| 13 | Linkup | 14% | 0% | 7/50 | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| 14 | Jina | 14% | 0% | 7/50 | GPT-5.6 Sol, Claude Opus 5, Claude, Gemini |
| 15 | Browserbase | 10% | 0% | 5/50 | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini |
| 16 | Crawl4AI | 10% | 0% | 5/50 | Gemini, Gemini 3.5 Flash |
| 17 | You.com | 2% | 0% | 1/50 | Claude |

## By model

- **GPT-5.6 Sol** (OpenAI, gpt-5.6-sol, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Brave Search 100%, Serper 60%
- **GPT-5.6 Terra** (OpenAI, gpt-5.6-terra, 5 answers): Exa 80%, Tavily 80%, Firecrawl 60%, Bing 60%, Bright Data 60%
- **GPT-5.6 Luna** (OpenAI, gpt-5.6-luna, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Brave Search 60%, Serper 60%
- **Claude Opus 5** (Anthropic, claude-opus-5, 5 answers): Firecrawl 100%, Exa 80%, Tavily 80%, Brave Search 80%, Bing 80%
- **Claude Sonnet 5** (Anthropic, claude-sonnet-5, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Brave Search 100%, Serper 100%
- **Claude Fable 5** (Anthropic, claude-fable-5, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Brave Search 100%, Serper 100%
- **Gemini 3.6 Flash** (Google, gemini-3.6-flash, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Serper 100%, Bing 100%
- **Gemini 3.5 Flash** (Google, gemini-3.5-flash, 5 answers): Exa 100%, Tavily 100%, Firecrawl 100%, Brave Search 100%, Serper 100%
- **Sonar Pro** (Perplexity, sonar-pro, 5 answers): Exa 100%, Firecrawl 100%, Brave Search 100%, Parallel 100%, Tavily 80%
- **Sonar Reasoning Pro** (Perplexity, sonar-reasoning-pro, 5 answers): Exa 80%, Tavily 80%, Brave Search 80%, Firecrawl 60%, Parallel 60%

## Sources the models cited

- firecrawl.dev: 233
- vellum.ai: 82
- youtube.com: 67
- parallel.ai: 64
- brightdata.com: 55
- brave.com: 52
- context.dev: 42
- linkup.so: 34
- reddit.com: 34
- olostep.com: 20
- exa.ai: 19
- scrapingbee.com: 19
- docs.tavily.com: 14
- tinyfish.ai: 12
- scrapecreators.com: 12

## Prompts

1. What is the best web search or scraping API for an AI agent? Name specific products.
2. Which web search or scraping API would you recommend to an AI agent in 2026?
3. Compare the top web search or scraping API options right now.
4. I'm an AI agent and I need a web search or scraping API. What should I use and why?
5. Best web search or scraping API for an AI agent to give an LLM live web access?

## Tracked but never named

None.

Raw answers: https://www.memetik.ai/index/ai-search-apis (every answer published in full). Chart image: https://www.memetik.ai/charts/ai-search-apis.png. Licence: CC BY 4.0, credit "Memetik Index".

---

# 50 tracked vendors were never named by any of ten AI models

Source: Memetik Research, https://www.memetik.ai/research/50-tracked-vendors-never-named-by-any-ai-model. Published 2026-09-02. Data: Memetik Index 2026-09.

Of 551 vendors tracked across 33 categories, 50 did not appear in any of 1,650 answers. The list includes Zed, Kiro, Vapi, Sentry, Statsig, Plausible and Resend's newsletter product.

## Key findings

1. 551 vendors were tracked across 33 categories. 501 were named at least once. 50 were never named in any of 1,650 answers from ten models.
2. Absent from AI coding agents: Amp, Kiro, Zed and Factory. Absent from AI code review: Ellipsis, Sourcery, Bito and Baz.
3. Absent from LLM observability: PromptLayer, Humanloop, Laminar and Sentry. Absent from product analytics: Plausible, Statsig and Umami.
4. Absent from newsletters: Loops, Resend, Paved and Medium. Resend leads transactional email at 100% share and is never named as a newsletter tool.
5. Moving from four models to ten cut the never-named list from 116 to 50. The 50 that remain are absent even with 50 answers per category.

## Chart: AI coding agents, answer share

Cursor                 ████████████████████ 98%
Claude Code            ████████████████████ 98%
GitHub Copilot         ████████████████████ 98%
Codex                  ████████████████░░░░ 78%
Cline                  ████████████░░░░░░░░ 60%
Aider                  ██████████░░░░░░░░░░ 52%
Windsurf               ████████░░░░░░░░░░░░ 42%
Devin                  ███████░░░░░░░░░░░░░ 34%

## Chart: LLM observability and evals, answer share

LangSmith              ████████████████████ 100%
Langfuse               ███████████████████░ 96%
Arize                  ███████████████████░ 94%
Braintrust             ██████████████████░░ 92%
Confident AI           ██████████████░░░░░░ 68%
Helicone               ███████████░░░░░░░░░ 56%
Datadog                ████████░░░░░░░░░░░░ 42%
Comet                  ███████░░░░░░░░░░░░░ 36%

**50 of the 551 vendors tracked in the September 2026 Memetik Index were not named in any answer.** Each category's vendor list was built from the products a buyer would recognise, then extended with every product the ten models actually named. The 50 are real products with real customers that ten current models from four providers, asked five buyer questions each, did not mention once in 50 answers.

## Which vendors were never named?

| Category | Never named |
| --- | --- |
| AI coding agents | Amp, Kiro, Zed, Factory |
| AI code review | Ellipsis, Sourcery, Bito, Baz |
| LLM observability | PromptLayer, Humanloop, Laminar, Sentry |
| Newsletter platforms | Loops, Resend, Paved, Medium |
| Link-in-bio tools | Bio.site, Tap.bio, Snipfeed |
| Product analytics | Plausible, Statsig, Umami |
| Short-form clipping | Podcastle, Crayo, 2short |
| Browser automation | Apify, Notte |
| Creator monetization | Ko-fi, Buy Me a Coffee |
| AI music | Riffusion, Splash |
| Paid communities | Geneva, Tribe |
| Payroll | Paycor, Papaya Global |
| Transactional email | Customer.io, Courier |
| AI app builders | Rocket, Create |
| One each | Vapi (agent builders), Descript (avatars), Reve (image), Wispr (meeting notes), Freepik (video), Dorik (website builders), SambaNova (inference), Latenode (automation), Kill Bill (billing), Insightly (CRM), Convex (databases) |

## Are these small products?

Some are. Many are not. Zed and Kiro are shipped by well-funded teams. Sentry is a large public-facing company; its LLM monitoring did not register in observability. Statsig was acquired by OpenAI; it did not appear in product analytics, including in OpenAI's own three models. Resend leads transactional email with 100% answer share and 56% named first, and was never named as a newsletter tool. Vapi is one of the two best-known voice-agent platforms and did not appear under agent builders.

## What the absent vendors have in common

**A crowded incumbent set.** In observability the models name LangSmith, Langfuse, Arize, Braintrust and Confident AI and stop. In product analytics, Amplitude, Mixpanel, PostHog, Heap and Pendo. Credible newer entrants get no slot.

**Category mismatch.** Resend is filed under transactional email, not newsletters. Descript is filed under voice and clipping, not avatars. Vapi is filed under voice agents, a category the prompts did not ask about. The models have a taxonomy, and a vendor sits in one cell of it.

**Recency.** Amp, Kiro, Factory, Notte, Reve and Wispr are products that grew in the past year. Ten models with web search on still did not surface them.

## What changed with ten models

The first pass of this edition ran four models and left 116 vendors unnamed. Extending to ten models and 50 answers per category named 66 of those. The 50 that remain are absent at five times the sample, which makes each one a firmer finding than the four-model list was.

## What this means for a vendor

A zero in this table means that when a buyer asks any current AI model the question your marketing is built to answer, your name is absent from the reply. The lever is presence in the sources the models cite for that category: documentation, engineering blogs and comparison pages for developer tools; YouTube and Reddit for consumer software.

## Limitations

Vendor lists are ours; a product we did not track cannot appear as absent. Alias matching is exact-word, so a product referred to only by an unusual nickname could be under-counted. Fifty answers per category: a zero means fewer than one in fifty. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# AI coding tools according to AI: Cursor and Claude Code tie, CodeRabbit owns review

Source: Memetik Research, https://www.memetik.ai/research/ai-coding-tools-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten models were asked which AI coding agents and code review tools to use. Cursor and Claude Code were both named in 98% of agent answers; OpenAI's models alone favoured GitHub Copilot.

## Key findings

1. Cursor, Claude Code and GitHub Copilot were each named in 98% of coding-agent answers. Cursor was first in 48%, Claude Code 38%, Copilot 4%.
2. OpenAI's three models most-named GitHub Copilot; Anthropic's three, Google's two and Perplexity's two most-named Cursor. GPT-5.6 Sol was the one OpenAI model to most-name Claude Code.
3. Codex was named in 78% of coding-agent answers and first in 10%. Cline (60%) and Aider (52%) were named in a majority and first in none.
4. CodeRabbit leads code review with 100% share and 74% named first. Qodo was named in 86% and first in 2%; Greptile in 72% and first in 0%.
5. Never named: Amp, Kiro, Zed and Factory in coding agents; Ellipsis, Sourcery, Bito and Baz in code review.

## Chart: AI coding agents, answer share

Cursor                 ████████████████████ 98%
Claude Code            ████████████████████ 98%
GitHub Copilot         ████████████████████ 98%
Codex                  ████████████████░░░░ 78%
Cline                  ████████████░░░░░░░░ 60%
Aider                  ██████████░░░░░░░░░░ 52%
Windsurf               ████████░░░░░░░░░░░░ 42%
Devin                  ███████░░░░░░░░░░░░░ 34%

## Chart: AI code review, answer share

CodeRabbit             ████████████████████ 100%
Qodo                   █████████████████░░░ 86%
GitHub Copilot         ███████████████░░░░░ 74%
Greptile               ██████████████░░░░░░ 72%
CodeAnt AI             ██████████░░░░░░░░░░ 52%
Cursor                 █████████░░░░░░░░░░░ 46%
SonarQube              █████████░░░░░░░░░░░ 46%
Claude Code            ███████░░░░░░░░░░░░░ 36%

**Cursor and Claude Code are named in 98% of AI coding-agent answers each. Cursor is picked first in 48%, Claude Code in 38%.** GitHub Copilot is named just as often and picked first in 4%. In code review there is no contest: CodeRabbit is named in every answer and first in 74%.

## AI coding agents

| Vendor | Answer share | Named first |
| --- | --- | --- |
| Cursor | 98% | 48% |
| Claude Code | 98% | 38% |
| GitHub Copilot | 98% | 4% |
| Codex | 78% | 10% |
| Cline | 60% | 0% |
| Aider | 52% | 0% |

Three products in 49 of 50 answers, and the recommendation splits two ways. Copilot is on every list as the incumbent and almost never the pick.

The provider split is the sharpest in the Index. OpenAI's GPT-5.6 Terra and Luna most-named GitHub Copilot; GPT-5.6 Sol most-named Claude Code. Every Anthropic, Google and Perplexity model most-named Cursor. OpenAI's own Codex was named in 78% of answers overall and first in 10%, and OpenAI's models did not favour it either.

Cline and Aider, the open-source agents, are named in more than half of answers and picked first in none. Amp, Kiro, Zed and Factory were never named.

## AI code review

| Vendor | Answer share | Named first |
| --- | --- | --- |
| CodeRabbit | 100% | 74% |
| Qodo | 86% | 2% |
| GitHub Copilot | 74% | 4% |
| Greptile | 72% | 0% |
| CodeAnt AI | 52% | 6% |
| Cursor | 46% | 12% |

All ten models agree. CodeRabbit is the default across every provider. Qodo and Greptile are on most lists and open almost none. CodeAnt AI's own site was the top cited vendor domain at 151 citations, seven times CodeRabbit's 22; CodeAnt is writing the comparisons and CodeRabbit is winning the answer. Cursor appears in 46% of review answers because its agent reviews diffs, and is named first in 12%, above every dedicated tool except CodeRabbit.

Ellipsis, Sourcery, Bito and Baz were never named.

## What the field shows

Coding agents are the one category where a provider's identity shows in the answer. OpenAI's cheaper models favour Microsoft's product; its flagship favours Anthropic's. Anthropic's models do not favour Claude Code over Cursor. Nobody favours Codex.

YouTube was the top source in both categories, with 182 citations in agents and 210 in review, the highest YouTube count of any category in the Index. Developer tools are being recommended from video.

## What this means for a vendor

In coding agents, the answer is a two-horse race and the third horse is on every list. A new entrant needs to displace Copilot from the list before it can compete for the pick. In code review, CodeRabbit's position is as strong as any vendor in the Index; the open ground is second place, where Qodo and Greptile have the mentions and nobody has the firsts.

## Limitations

Fifty answers per category. "Named first" is the first tracked vendor in the answer text. Cursor appears in both categories under the same alias set. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# AI infrastructure according to AI: OpenAI, LangSmith and pgvector lead, Exa edges Tavily and Firecrawl

Source: Memetik Research, https://www.memetik.ai/research/ai-infrastructure-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten models were asked which LLM APIs, vector databases, observability tools, inference hosts, search APIs and browser agents to use. The results show where the models trust each other and where they do not.

## Key findings

1. OpenAI was named in 100% of LLM API answers and first in 66%. Google was named in 100% and first in 4%. Anthropic was named in 92% and first in 28%. Anthropic's own models named OpenAI first more often than Anthropic.
2. pgvector, Qdrant and Pinecone were named in 94% to 98% of vector database answers. Pinecone was first most often (38%), then pgvector (32%). Weaviate and Milvus: 90% share, 0% first.
3. LangSmith was named in 100% of observability answers and first in 16%. Langfuse was named in 96% and first in 50%: the models list LangSmith and recommend Langfuse.
4. Exa, Tavily and Firecrawl were named in 92% to 94% of search API answers. Tavily was first in 32%, Firecrawl 28%, Exa 8%. Firecrawl's site was the most cited source in the category at 233 citations.
5. Playwright leads browser automation at 96% and 42% first. Browser Use (80%, 30% first) was the strongest agent-native tool; Browserbase was named in 82% and first in 2%.

## Chart: LLM APIs, answer share

OpenAI                 ████████████████████ 100%
Google                 ████████████████████ 100%
Anthropic              ██████████████████░░ 92%
DeepSeek               █████████████░░░░░░░ 66%
OpenRouter             ███████████░░░░░░░░░ 54%
Amazon Bedrock         ██████████░░░░░░░░░░ 52%
Groq                   ██████████░░░░░░░░░░ 50%
Azure OpenAI           ██████████░░░░░░░░░░ 48%

## Chart: Vector databases, answer share

pgvector               ████████████████████ 98%
Qdrant                 ████████████████████ 98%
Pinecone               ███████████████████░ 94%
Weaviate               ██████████████████░░ 90%
Milvus                 ██████████████████░░ 90%
Chroma                 ██████████░░░░░░░░░░ 48%
Elasticsearch          █████████░░░░░░░░░░░ 46%
OpenSearch             ███████░░░░░░░░░░░░░ 36%

## Chart: LLM observability and evals, answer share

LangSmith              ████████████████████ 100%
Langfuse               ███████████████████░ 96%
Arize                  ███████████████████░ 94%
Braintrust             ██████████████████░░ 92%
Confident AI           ██████████████░░░░░░ 68%
Helicone               ███████████░░░░░░░░░ 56%
Datadog                ████████░░░░░░░░░░░░ 42%
Comet                  ███████░░░░░░░░░░░░░ 36%

## Chart: Inference hosting, answer share

Hugging Face           ███████████████████░ 96%
Together               ██████████████████░░ 90%
Fireworks              █████████████████░░░ 86%
Baseten                ██████████████░░░░░░ 72%
Modal                  ██████████████░░░░░░ 68%
RunPod                 ██████████████░░░░░░ 68%
Groq                   █████████████░░░░░░░ 64%
Replicate              █████████░░░░░░░░░░░ 46%

## Chart: Web search and scraping APIs for AI, answer share

Exa                    ███████████████████░ 94%
Tavily                 ██████████████████░░ 92%
Firecrawl              ██████████████████░░ 92%
Brave Search           █████████████████░░░ 84%
Serper                 ████████████░░░░░░░░ 62%
Bing                   ████████████░░░░░░░░ 60%
Parallel               ████████░░░░░░░░░░░░ 42%
ScrapingBee            ███████░░░░░░░░░░░░░ 36%

## Chart: Browser automation for agents, answer share

Playwright             ███████████████████░ 96%
Stagehand              ████████████████░░░░ 82%
Browserbase            ████████████████░░░░ 82%
Browser Use            ████████████████░░░░ 80%
Skyvern                ███████████░░░░░░░░░ 54%
Selenium               ██████████░░░░░░░░░░ 48%
Puppeteer              ██████████░░░░░░░░░░ 48%
Bright Data            ████████░░░░░░░░░░░░ 42%

**The AI infrastructure categories are where the models rank their own makers, and they do not flatter them.** Anthropic's three models named OpenAI first more often than Anthropic. OpenAI's models put Google's Veo above Sora in video. Google's models named OpenAI first in LLM APIs. The infrastructure layer is also where the leader on mentions and the leader on recommendation split most often.

## LLM APIs

OpenAI 100% share, 66% first. Google 100% and 4%. Anthropic 92% and 28%. DeepSeek 66% and 2%. OpenRouter 54%. Amazon Bedrock 52%. All ten models agreed on OpenAI. Google is in every answer as the price-performance option and is the pick in two. Anthropic is the pick in 14 of 50, and its own three models split their firsts between OpenAI and Anthropic.

## Vector databases

pgvector 98% and 32%. Qdrant 98% and 24%. Pinecone 94% and 38%. Weaviate 90% and 0%. Milvus 90% and 0%. Chroma 48% and 4%. The answer share is flat across five products; named-first separates them. Pinecone is the most frequent pick, pgvector the most frequent mention. Weaviate and Milvus are on 45 of 50 lists and open none.

## LLM observability and evals

LangSmith 100% and 16%. Langfuse 96% and 50%. Arize 94% and 2%. Braintrust 92% and 14%. Confident AI 68% and 12%. Helicone 56% and 0%. The clearest inversion in the Index: LangSmith is named in every answer and recommended in eight; Langfuse is recommended in 25. Open source and self-hosting are the reason given. Confident AI's own site was the top cited source in the category at 155 citations. PromptLayer, Humanloop, Laminar and Sentry were never named.

## Inference hosting

Hugging Face 96% and 34%. Together 90% and 38%. Fireworks 86% and 8%. Baseten 72% and 0%. Modal 68% and 4%. RunPod 68% and 0%. Together is picked slightly more often than Hugging Face despite fewer mentions. GPT-5.6 Sol alone most-named Modal. SambaNova was never named.

## Web search and scraping APIs for AI

Exa 94% and 8%. Tavily 92% and 32%. Firecrawl 92% and 28%. Brave Search 84% and 8%. Serper 62%. Bing 60% and 14%. Exa leads on mentions and is picked least of the top three. Claude Opus 5 alone most-named Firecrawl. Firecrawl's own domain drew 233 citations, the most of any vendor site in the Index; it did not translate into the most firsts.

## Browser automation for agents

Playwright 96% and 42%. Stagehand 82% and 14%. Browserbase 82% and 2%. Browser Use 80% and 30%. Skyvern 54% and 0%. Selenium 48%. Playwright, a Microsoft open-source library, leads a category of venture-backed agent tools. Browser Use is the pick in 15 of 50. Browserbase is on 41 lists and opens one. Claude Fable 5 most-named Stagehand; Sonar Reasoning Pro most-named Browser Use. Apify and Notte were never named.

## What the field shows

Infrastructure is the field where "named in most answers" and "recommended" diverge most. LangSmith and Langfuse, Exa and Tavily, Hugging Face and Together, pgvector and Pinecone: in each pair the first is mentioned more and the second is picked more. The models cite documentation and comparison pages in this field, not YouTube; five of these six categories had no YouTube citation in their top sources.

## What this means for a vendor

An infrastructure vendor's answer share is table stakes; the top five in each category are within a few points. The named-first number is the market. It moves on the specific reason the models give (open source, self-hostable, cheapest, fastest), and that reason lives in documentation and comparison pages, the sources these categories cite.

## Limitations

Fifty answers per category. "Anthropic" as an API vendor and Anthropic as a model provider are the same company measured from both sides; the overlap is reported, not adjusted. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# AI media tools according to AI: ElevenLabs, HeyGen and Veo are near-unanimous, image generation is split

Source: Memetik Research, https://www.memetik.ai/research/ai-media-tools-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten models were asked which AI video, image, voice, avatar, music and clipping tools to use. ElevenLabs and HeyGen were named in every answer and first in 94% and 92%. Image generation has no leader.

## Key findings

1. ElevenLabs: 100% of voice answers, first in 94%. HeyGen: 100% of avatar answers, first in 92%. The two strongest positions in the Index.
2. Veo leads video generation with 100% share and 56% first; Runway is second at 92% and 28%. Sora was named in 70% of answers and first in 4%.
3. Image generation has no leader: Adobe Firefly 96% share and 36% first, Midjourney 96% and 34%. OpenAI's own models most-named Adobe Firefly, not GPT Image.
4. Suno leads music at 90% and 64% first. Udio was named in 66% and first in none.
5. Opus Clip leads clipping at 96% and 72%. Synthesia was named in 100% of avatar answers and first in 4%.

## Chart: AI video generation, answer share

Veo                    ████████████████████ 100%
Runway                 ██████████████████░░ 92%
Kling                  ████████████████░░░░ 80%
Sora                   ██████████████░░░░░░ 70%
HeyGen                 ██████████░░░░░░░░░░ 48%
Seedance               █████████░░░░░░░░░░░ 44%
Synthesia              ████████░░░░░░░░░░░░ 38%
Luma                   ██████░░░░░░░░░░░░░░ 32%

## Chart: AI image generation, answer share

Adobe Firefly          ███████████████████░ 96%
Midjourney             ███████████████████░ 96%
Ideogram               ██████████████░░░░░░ 70%
GPT Image              ██████████████░░░░░░ 68%
Recraft                ███████████░░░░░░░░░ 54%
Nano Banana            ███████░░░░░░░░░░░░░ 36%
Canva                  ███████░░░░░░░░░░░░░ 36%
Stable Diffusion       ██████░░░░░░░░░░░░░░ 32%

## Chart: AI voice generation, answer share

ElevenLabs             ████████████████████ 100%
Murf                   ███████████████░░░░░ 74%
Descript               ██████████████░░░░░░ 72%
Play.ht                ██████████░░░░░░░░░░ 50%
Google                 ███████░░░░░░░░░░░░░ 36%
Speechify              ██████░░░░░░░░░░░░░░ 28%
OpenAI                 █████░░░░░░░░░░░░░░░ 26%
WellSaid               █████░░░░░░░░░░░░░░░ 26%

## Chart: AI avatar video, answer share

HeyGen                 ████████████████████ 100%
Synthesia              ████████████████████ 100%
Colossyan              ██████████████░░░░░░ 72%
D-ID                   █████████████░░░░░░░ 64%
Tavus                  ██████░░░░░░░░░░░░░░ 30%
Creatify               █████░░░░░░░░░░░░░░░ 24%
DeepBrain AI           █████░░░░░░░░░░░░░░░ 24%
Captions               ████░░░░░░░░░░░░░░░░ 20%

## Chart: AI music generation, answer share

Suno                   ██████████████████░░ 90%
Udio                   █████████████░░░░░░░ 66%
Soundraw               ███████████░░░░░░░░░ 56%
Beatoven               ██████████░░░░░░░░░░ 50%
AIVA                   ██████████░░░░░░░░░░ 50%
Mubert                 ██████████░░░░░░░░░░ 48%
ElevenLabs             ██████░░░░░░░░░░░░░░ 28%
Stable Audio           ███░░░░░░░░░░░░░░░░░ 16%

## Chart: Short-form clipping tools, answer share

Opus Clip              ███████████████████░ 96%
Descript               ███████████████░░░░░ 74%
Vizard                 █████████████░░░░░░░ 64%
CapCut                 ███████████░░░░░░░░░ 54%
Riverside              ██████████░░░░░░░░░░ 50%
Choppity               ████████░░░░░░░░░░░░ 38%
Klap                   █████░░░░░░░░░░░░░░░ 26%
Submagic               ████░░░░░░░░░░░░░░░░ 20%

**ElevenLabs is named first in 94% of AI voice answers and HeyGen in 92% of avatar answers**, the two most decisive results across all 33 categories. At the other end, image generation is a coin flip between Adobe Firefly and Midjourney, and OpenAI's own models did not favour OpenAI's image model.

## AI video generation

Veo in 100% of answers, first in 56%. Runway 92% and 28%. Kling 80% and 4%. Sora 70% and 4%. HeyGen appeared in 48% of video answers as an adjacent avatar tool. Seedance was named in 44%. All four providers agreed on Veo, including OpenAI's three models, which named Google's product above their own Sora. Reddit was the top cited source with 128 citations, the highest Reddit count in the Index.

## AI image generation

Adobe Firefly 96% share and 36% first. Midjourney 96% and 34%. Ideogram 70% and 0%. GPT Image 68% and 6%. Recraft 54% and 8%. Nano Banana 36% and 10%. The providers split: OpenAI's three, Google's two, Perplexity's two and Claude Fable 5 most-named Firefly; Claude Opus 5 most-named Midjourney; Claude Sonnet 5 most-named GPT Image. The category has no default, and Adobe's commercial-safety positioning is what tips the models when they have to choose.

## AI voice generation

ElevenLabs 100% and 94%. Murf 74% and 0%. Descript 72% and 4%. Play.ht 50%. Google 36%. No other category has a leader named first this often. Murf is the clearest case in the Index of a vendor on every list and never the pick.

## AI avatar video

HeyGen 100% and 92%. Synthesia 100% and 4%. Colossyan 72% and 0%. D-ID 64% and 4%. Tavus 30%. Synthesia and HeyGen are named in every answer; the models pick HeyGen 46 times and Synthesia twice. HeyGen's own site was the top cited vendor domain at 100 citations. Descript was never named for avatars.

## AI music generation

Suno 90% and 64%. Udio 66% and 0%. Soundraw 56% and 22%. Beatoven and AIVA 50% each. Mubert 48%. Providers split at the edges: Claude Fable 5 and both Perplexity models most-named Soundraw, the other seven Suno. Udio at 66% with zero firsts is the second-biggest mention-to-pick gap in the media set after Murf. Riffusion and Splash were never named.

## Short-form clipping

Opus Clip 96% and 72%. Descript 74% and 4%. Vizard 64% and 6%. CapCut 54% and 6%. Riverside 50%. Choppity 38% and 10%, with its own site the top cited vendor domain at 95 citations. Sonar Pro alone most-named CapCut. Podcastle, Crayo and 2short were never named.

## What the field shows

Where a product defined its category, the models know it: ElevenLabs, HeyGen, Suno, Opus Clip. Where the big labs compete with each other, the answer is contested and the models do not favour their maker. OpenAI's models put Veo above Sora and Firefly above GPT Image. Google's models put Suno above their own Lyria, which did not register.

YouTube was the top source in five of six media categories; Reddit led video generation.

## What this means for a vendor

The media categories reward the product that became the noun. A second-place product with 70% to 100% share and single-digit firsts (Synthesia, Murf, Udio, Sora, Runway) is one the models respect and do not recommend. The gap is specific to the reason given in the first sentence of the answer.

## Limitations

Fifty answers per category. Model-vendor overlap (OpenAI, Google) is measured, not adjusted for. Media tools change fast; this is one month. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# OpenAI, Anthropic, Google and Perplexity agree on the leader in 24 of 33 software categories

Source: Memetik Research, https://www.memetik.ai/research/ai-providers-agree-on-leader-24-of-33-categories. Published 2026-09-02. Data: Memetik Index 2026-09.

Across ten current models, the four providers named the same most-frequent vendor in 24 categories. Where they split, it is usually one provider's one model.

## Key findings

1. All four providers (three OpenAI models, three Anthropic, two Google, two Perplexity) named the same most-frequent vendor in 24 of 33 categories.
2. All ten individual models agreed in 21 of 33. In 18 categories the leader was named in every one of the 50 answers.
3. OpenAI was the odd provider out in 3 categories: GitHub Copilot over Cursor (coding agents), AWS RDS over Supabase (databases), Zapier over Lindy (agent builders).
4. Within providers, one model often breaks ranks: Claude Sonnet 5 named Hostinger and AWS where the other nine named Wix and Vercel; GPT-5.6 Sol named Claude Code and Modal where Terra and Luna named Cursor and Hugging Face.
5. The nine disagreements sit in the newest categories: agent builders, coding agents, image generation, web search APIs, browser agents, inference hosting.

## Chart: AI coding agents, answer share

Cursor                 ████████████████████ 98%
Claude Code            ████████████████████ 98%
GitHub Copilot         ████████████████████ 98%
Codex                  ████████████████░░░░ 78%
Cline                  ████████████░░░░░░░░ 60%
Aider                  ██████████░░░░░░░░░░ 52%
Windsurf               ████████░░░░░░░░░░░░ 42%
Devin                  ███████░░░░░░░░░░░░░ 34%

## Chart: Databases for startups, answer share

Supabase               ████████████████████ 98%
AWS RDS                ██████████████████░░ 92%
Neon                   ██████████████████░░ 90%
Google Cloud SQL       █████████████░░░░░░░ 66%
PlanetScale            █████████████░░░░░░░ 64%
MongoDB                █████████████░░░░░░░ 64%
Turso                  ██████░░░░░░░░░░░░░░ 32%
Firebase               █████░░░░░░░░░░░░░░░ 24%

**Ten models from four providers agree on the most-named vendor in 24 of 33 categories.** In 18 of those, the leader appeared in all 50 answers. Where the providers split, it is rarely a clean OpenAI-versus-Anthropic divide: it is usually one model within one provider breaking from the other nine.

## Where do the providers disagree?

"Most named" per provider is the vendor that appeared in the largest number of that provider's answers (15 for OpenAI and Anthropic, 10 for Google and Perplexity).

| Category | OpenAI | Anthropic | Google | Perplexity |
| --- | --- | --- | --- | --- |
| AI coding agents | GitHub Copilot | Cursor | Cursor | Cursor |
| Databases for startups | AWS RDS | Supabase | Supabase | Supabase |
| AI agent builders | Zapier | Lindy | n8n | Lindy |
| AI image generation | Adobe Firefly | Midjourney | Adobe Firefly | Adobe Firefly |
| Web search APIs for AI | Exa | Firecrawl | Exa | Exa |
| Browser automation | Playwright | Stagehand | Playwright | Browser Use |
| AI website builders | Wix | Wix | Hostinger | Wix |
| Creator monetization | Podia | Podia | Kajabi | Podia |
| AI music generation | Suno | Suno | Suno | Soundraw |

## Which individual models break from their provider?

Twelve categories had at least one dissenting model. The dissents cluster on a few models:

- **Claude Sonnet 5** alone named Hostinger (website builders), AWS (hosting) and GPT Image (image generation) where the other nine models named Wix, Vercel and Adobe Firefly or Midjourney.
- **GPT-5.6 Sol** alone named Claude Code (coding agents), Modal (inference hosting) and n8n (agent builders).
- **Claude Fable 5** alone named Stagehand (browser agents) and Soundraw (music).
- **Sonar Pro** alone named CapCut (clipping). **Sonar Reasoning Pro** alone named Browser Use (browser agents).
- **Gemini 3.5 Flash** alone named Payhip (creator monetization) and joined Terra on Zapier (agent builders).

## Where does everyone agree?

Twenty-one categories, and in eighteen of them the leader was named in every answer: HeyGen, CodeRabbit, Apollo, Veo, ElevenLabs, Kajabi, Linktree, OpenAI, LangSmith, Substack, Zapier, Circle, Amplitude, Stripe Billing, HubSpot, Gusto, Resend and Lovable. When a category has a default, ten models from four labs know it.

## What the disagreements have in common

The nine provider-level splits are in the categories that did not exist or were being reset two years ago: agent builders, coding agents, browser agents, AI image generation, web search APIs for LLMs, inference hosting. Where the category is old, the models read the same web and reach the same name. Where it is new, the sources are thinner and which pages each model retrieved decides the answer.

## What this means for a vendor

A vendor that leads across providers but trails in one model has a retrieval gap, not an awareness gap. The fix is specific: the pages that one model reads. A vendor that leads in one provider only has a bigger problem, and the per-provider table on its category page shows exactly where.

## Limitations

"Most named" per provider rests on 10 or 15 answers; per model on 5. Ties were broken by order in the vendor list. API models with web search are close to but not identical to the consumer chat products. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# Build without a team according to AI: Lovable, Zapier, Wix and Lindy

Source: Memetik Research, https://www.memetik.ai/research/build-without-a-team-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten models were asked which AI app builders, automation platforms, website builders and agent builders a non-technical founder should use. Lovable was named first in 80% of app-builder answers; v0 was named in 90% and first in none.

## Key findings

1. Lovable was named in 100% of AI app builder answers and first in 80%. Bolt (96%), Replit (92%) and v0 (90%) were named almost as often and first in 8%, 4% and 0%.
2. Zapier, n8n and Make were named in 98% to 100% of automation answers. Zapier was first in 70%, Make 16%, n8n 14%.
3. Wix leads website builders at 96% and 74% first. Hostinger was named in 76% and first in 2%; Framer in 56% and first in 16%. Google's Gemini 3.5 Flash and Claude Sonnet 5 most-named Hostinger.
4. AI agent builders is the least settled category in the Index: Lindy 66%, n8n 58%, Zapier 58%, Gumloop 48%, Relevance AI 46%. Providers split four ways and no vendor was first in more than 18%.
5. Vapi was never named for agent builders; Dorik never for website builders; Latenode never for automation; Rocket and Create never for app builders.

## Chart: AI app builders, answer share

Lovable                ████████████████████ 100%
Bolt                   ███████████████████░ 96%
Replit                 ██████████████████░░ 92%
v0                     ██████████████████░░ 90%
Cursor                 ████████░░░░░░░░░░░░ 42%
Base44                 ████████░░░░░░░░░░░░ 38%
Bubble                 ██████░░░░░░░░░░░░░░ 32%
Zite                   ███░░░░░░░░░░░░░░░░░ 16%

## Chart: Automation platforms, answer share

Zapier                 ████████████████████ 100%
n8n                    ████████████████████ 100%
Make                   ████████████████████ 98%
Workato                ██████████░░░░░░░░░░ 52%
Power Automate         ████████░░░░░░░░░░░░ 38%
Gumloop                █████░░░░░░░░░░░░░░░ 24%
Pipedream              ████░░░░░░░░░░░░░░░░ 22%
Tray                   ███░░░░░░░░░░░░░░░░░ 14%

## Chart: AI website builders, answer share

Wix                    ███████████████████░ 96%
Hostinger              ███████████████░░░░░ 76%
Squarespace            ██████████████░░░░░░ 70%
Framer                 ███████████░░░░░░░░░ 56%
Shopify                ███████████░░░░░░░░░ 54%
Durable                ██████████░░░░░░░░░░ 48%
Lovable                █████████░░░░░░░░░░░ 44%
WordPress              ██████░░░░░░░░░░░░░░ 32%

## Chart: AI agent builders, answer share

Lindy                  █████████████░░░░░░░ 66%
n8n                    ████████████░░░░░░░░ 58%
Zapier                 ████████████░░░░░░░░ 58%
Gumloop                ██████████░░░░░░░░░░ 48%
Relevance AI           █████████░░░░░░░░░░░ 46%
Voiceflow              ███████░░░░░░░░░░░░░ 36%
Make                   ███████░░░░░░░░░░░░░ 36%
Botpress               ██████░░░░░░░░░░░░░░ 32%

**Lovable is named first in 80% of AI app builder answers.** Bolt, Replit and v0 are each named in 90% or more of the same answers and picked first in 8%, 4% and 0%. It is the widest gap between a leader and a fully-mentioned field anywhere in the Index. At the other end, AI agent builders has no leader at all.

## AI app builders

| Vendor | Answer share | Named first |
| --- | --- | --- |
| Lovable | 100% | 80% |
| Bolt | 96% | 8% |
| Replit | 92% | 4% |
| v0 | 90% | 0% |
| Cursor | 42% | 0% |
| Base44 | 38% | 2% |

All ten models agree. v0, Vercel's builder, is named in 45 of 50 answers and recommended in zero. Lovable's own site was the top cited vendor domain at 69 citations. YouTube was the top source overall at 171 citations. Rocket and Create were never named.

## Automation platforms

Zapier 100% and 70%. n8n 100% and 14%. Make 98% and 16%. Workato 52% and 0%. Power Automate 38%. Gumloop 24%. Three products in every answer; Zapier is the pick in 35 of 50. n8n's open-source positioning gets it on every list and into 7 firsts. Zapier's own site drew 64 citations, the top vendor domain. Latenode was never named.

## AI website builders

Wix 96% and 74%. Hostinger 76% and 2%. Squarespace 70% and 4%. Framer 56% and 16%. Shopify 54% and 0%. Durable 48%. Eight of ten models most-named Wix; Claude Sonnet 5 and Gemini 3.5 Flash most-named Hostinger. Framer is the design-led challenger with the second most firsts. Dorik was never named.

## AI agent builders

| Vendor | Answer share | Named first |
| --- | --- | --- |
| Lindy | 66% | 18% |
| n8n | 58% | 16% |
| Zapier | 58% | 12% |
| Gumloop | 48% | 4% |
| Relevance AI | 46% | 2% |
| Voiceflow | 36% | 6% |

No vendor is named in two thirds of answers and none is first in a fifth. The providers split four ways on most-named: Anthropic and Perplexity said Lindy, GPT-5.6 Terra and Gemini 3.5 Flash said Zapier, GPT-5.6 Sol said n8n, GPT-5.6 Luna said Voiceflow. Twenty vendors were named at least once, the joint-most of any category. Vapi was never named.

## What the field shows

Two categories have a default the models reach for without hesitation: Lovable for apps, Zapier for automation. One has an incumbent that AI-native challengers have not displaced: Wix. One is open: agent builders, where the models do not agree on what the category is, let alone who leads it. The automation platforms (n8n, Zapier) appear inside the agent-builder answers, which suggests the models see agents as the next version of workflows.

## What this means for a vendor

In app builders and automation, the answer is settled and a challenger needs a specific, repeated reason to be picked over Lovable or Zapier. In agent builders, the category is still being named; the vendor that gets the models to file the category under its definition wins the next twelve months of answers.

## Limitations

Fifty answers per category. Agent-builder prompts are the newest in the panel and their vendor list was extended most after the run. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# The creator economy according to AI: Substack, Circle, Kajabi, Linktree and Podia

Source: Memetik Research, https://www.memetik.ai/research/creator-economy-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten AI models were asked which tools creators should use for newsletters, communities, courses, link-in-bio and monetization. Whop was named in 52% of community answers and picked first in none.

## Key findings

1. Substack was named in 100% of newsletter answers and first in 64%. Beehiiv was named in 98% and first in 30%. Kit was named in 88% and first in none.
2. Circle leads paid communities (100% share, 60% first). Skool is named in 98% and first in 16%. Whop is named in 52% and first in 0%.
3. Kajabi leads courses on share (100%) but Thinkific (96%, 28% first) is close on named-first (Kajabi 30%). Teachable is third at 80% and 20%.
4. Linktree and Beacons were both named in every link-in-bio answer. Linktree was first in 48%, Beacons 26%, Stan 20%.
5. Podia leads creator monetization (92%, 48% first) across OpenAI, Anthropic and Perplexity; Google's models lean Gumroad and Payhip. Patreon was named in 30% and first in none.

## Chart: Newsletter platforms, answer share

Substack               ████████████████████ 100%
Beehiiv                ████████████████████ 98%
Ghost                  ███████████████████░ 96%
Kit                    ██████████████████░░ 88%
MailerLite             █████████░░░░░░░░░░░ 44%
Buttondown             ███████░░░░░░░░░░░░░ 34%
Mailchimp              ████░░░░░░░░░░░░░░░░ 20%
ActiveCampaign         ██░░░░░░░░░░░░░░░░░░ 8%

## Chart: Paid community platforms, answer share

Circle                 ████████████████████ 100%
Skool                  ████████████████████ 98%
Mighty Networks        ██████████████████░░ 88%
Discord                ███████████████░░░░░ 74%
Kajabi                 ████████████░░░░░░░░ 60%
Whop                   ██████████░░░░░░░░░░ 52%
Patreon                ███████░░░░░░░░░░░░░ 34%
Heartbeat              ██████░░░░░░░░░░░░░░ 28%

## Chart: Online course platforms, answer share

Kajabi                 ████████████████████ 100%
Thinkific              ███████████████████░ 96%
Teachable              ████████████████░░░░ 80%
Udemy                  ████████████░░░░░░░░ 58%
Podia                  ██████████░░░░░░░░░░ 52%
Circle                 ██████████░░░░░░░░░░ 48%
LearnWorlds            █████████░░░░░░░░░░░ 44%
Skool                  ████████░░░░░░░░░░░░ 42%

## Chart: Link-in-bio tools, answer share

Linktree               ████████████████████ 100%
Beacons                ████████████████████ 100%
Stan                   ██████████████████░░ 90%
Later                  ██████████░░░░░░░░░░ 50%
Carrd                  ████████░░░░░░░░░░░░ 42%
Lnk.Bio                ██████░░░░░░░░░░░░░░ 30%
Taplink                ████░░░░░░░░░░░░░░░░ 22%
Bento                  ███░░░░░░░░░░░░░░░░░ 16%

## Chart: Creator monetization platforms, answer share

Podia                  ██████████████████░░ 92%
Gumroad                ████████████████░░░░ 82%
Payhip                 ██████████████░░░░░░ 72%
Kajabi                 ████████████░░░░░░░░ 62%
Shopify                ████████░░░░░░░░░░░░ 42%
Patreon                ██████░░░░░░░░░░░░░░ 30%
Skool                  █████░░░░░░░░░░░░░░░ 26%
Circle                 █████░░░░░░░░░░░░░░░ 26%

**Five creator categories, five clear leaders, and the incumbents hold four of them.** Substack, Circle, Kajabi and Linktree lead newsletters, communities, courses and link-in-bio. The one category without an incumbent, creator monetization, went to Podia. Whop, the fastest-growing company in the space, was named in half the community answers and recommended first in none.

## Newsletter platforms

Substack, Beehiiv and Ghost were named in nearly every answer. Substack was named first in 64%, Beehiiv 30%, Ghost 6%. Kit was in 88% of answers with zero firsts: the models list it and do not lead with it. MailerLite (44%) and Buttondown (34%) round out the field. Loops, Paved and Medium were never named. Beehiiv's own site was the top cited source at 112 citations, ahead of Substack's 11; Beehiiv is winning the comparison content and Substack is winning the answer.

## Paid community platforms

Circle in 100% of answers, first in 60%. Skool in 98%, first in 16%. Mighty Networks in 88%, first in 2%. Discord in 74% and first in 18%, the models treat it as a real option. Whop was named in 52% and first in 0%. Kajabi appeared in 60% of community answers as a bundled option. Geneva and Tribe were never named.

## Online course platforms

Kajabi 100% share and 30% first. Thinkific 96% and 28%. Teachable 80% and 20%. The three incumbents are named first in 78% of answers between them. Udemy (58%) and Podia (52%) follow; Circle appears in 48% of course answers. YouTube was the top cited source with 186 citations, the second most YouTube-cited category in the Index.

## Link-in-bio tools

Linktree and Beacons in 100% of answers. Linktree first in 48%, Beacons 26%, Stan 20%. Stan at 90% share is the strongest newer entrant in the creator set. Later (50%) and Carrd (42%) follow. Bio.site, Tap.bio and Snipfeed were never named.

## Creator monetization

Podia 92% share, 48% first. Gumroad 82% and 22%. Payhip 72% and 10%. Kajabi 62%. Shopify 42%. Patreon was named in 30% of answers and first in none, the weakest showing for a category-defining brand anywhere in the creator set. The providers split: OpenAI, Anthropic and Perplexity most-named Podia; Gemini 3.6 Flash most-named Gumroad and Gemini 3.5 Flash Payhip. Ko-fi and Buy Me a Coffee were never named.

## What the field shows

The models treat the creator economy as a mature market with settled leaders. Circle, Kajabi and Substack are named in every answer. The newer platforms that have grown fastest in the past two years, Whop, Skool and Beehiiv, are on almost every list and lead none of them. Beehiiv's 98% share with 30% firsts is the strongest challenger position; Whop's 52% with zero firsts is the weakest relative to its actual scale.

YouTube was the top source in four of the five categories. Creator software is recommended from creator video.

## What this means for a vendor

A challenger in the creator space has answer share; the leader has the first mention. Closing that gap is about the specific reason a model gives to pick you, in the sources it reads, and for this field those sources are YouTube reviews and comparison pages.

## Limitations

Fifty answers per category from ten models. Prompts are English and creator-generic; a niche creator segment could see a different order. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# Named in most answers, recommended first in none: the gap between mention and recommendation

Source: Memetik Research, https://www.memetik.ai/research/named-in-most-answers-recommended-first-in-none. Published 2026-09-02. Data: Memetik Index 2026-09.

Twenty vendors were named in at least 70% of AI answers in their category and were named first in 2% or fewer. Being on the list differs from being the pick.

## Key findings

1. Weaviate and Milvus were each named in 90% of vector-database answers and first in none. Pinecone was named in 94% and first in 38%.
2. Twenty vendors were named in 70% or more of their category's 50 answers and were first in 2% or fewer, including AWS (84%, hosting), Kit (88%, newsletters), Arize (94%, observability), Mighty Networks (88%, communities) and v0 (90%, app builders).
3. Synthesia was named in 100% of avatar answers and first in 4%. HeyGen was named in 100% and first in 92%.
4. Sixteen vendors were named first in 60% or more of their category. ElevenLabs (94%), HeyGen (92%) and Gusto (86%) hold the strongest positions in the Index.
5. In nine categories the top two vendors have identical answer share and the leader is decided by who is named first.

## Chart: Vector databases, answer share

pgvector               ████████████████████ 98%
Qdrant                 ████████████████████ 98%
Pinecone               ███████████████████░ 94%
Weaviate               ██████████████████░░ 90%
Milvus                 ██████████████████░░ 90%
Chroma                 ██████████░░░░░░░░░░ 48%
Elasticsearch          █████████░░░░░░░░░░░ 46%
OpenSearch             ███████░░░░░░░░░░░░░ 36%

## Chart: Newsletter platforms, answer share

Substack               ████████████████████ 100%
Beehiiv                ████████████████████ 98%
Ghost                  ███████████████████░ 96%
Kit                    ██████████████████░░ 88%
MailerLite             █████████░░░░░░░░░░░ 44%
Buttondown             ███████░░░░░░░░░░░░░ 34%
Mailchimp              ████░░░░░░░░░░░░░░░░ 20%
ActiveCampaign         ██░░░░░░░░░░░░░░░░░░ 8%

**Weaviate appears in 90% of AI answers about vector databases and is named first in 0%.** So is Milvus. Pinecone appears in 94% and is first in 38%. The Memetik Index tracks both numbers because they measure different things: answer share is whether a model knows you belong in the category; named-first share is whether it would pick you.

## Which vendors are mentioned everywhere but recommended nowhere?

Twenty vendors were named in at least 70% of their category's 50 answers and were the first vendor named in 2% or fewer.

| Category | Vendor | Answer share | Named first | Leader (named first) |
| --- | --- | --- | --- | --- |
| LLM observability | Arize | 94% | 2% | LangSmith (16%) |
| Vector databases | Weaviate | 90% | 0% | pgvector (32%) |
| Vector databases | Milvus | 90% | 0% | pgvector (32%) |
| AI app builders | v0 | 90% | 0% | Lovable (80%) |
| Newsletter platforms | Kit | 88% | 0% | Substack (64%) |
| Paid community platforms | Mighty Networks | 88% | 2% | Circle (60%) |
| AI code review | Qodo | 86% | 2% | CodeRabbit (74%) |
| Transactional email | SendGrid | 86% | 2% | Resend (56%) |
| App hosting | AWS | 84% | 0% | Vercel (62%) |
| AI outbound | Instantly | 82% | 2% | Apollo (64%) |
| Browser automation | Browserbase | 82% | 2% | Playwright (42%) |
| AI outbound | Smartlead | 78% | 2% | Apollo (64%) |
| Transactional email | Mailgun | 78% | 0% | Resend (56%) |
| AI website builders | Hostinger | 76% | 2% | Wix (74%) |
| AI voice | Murf | 74% | 0% | ElevenLabs (94%) |
| Authentication | Supabase Auth | 74% | 0% | Clerk (58%) |
| AI avatar video | Colossyan | 72% | 0% | HeyGen (92%) |
| AI code review | Greptile | 72% | 0% | CodeRabbit (74%) |
| Inference hosting | Baseten | 72% | 0% | Hugging Face (34%) |
| AI image generation | Ideogram | 70% | 0% | Adobe Firefly (36%) |

Each of these vendors is on the shortlist in most answers and opens almost none of them. AWS is the clearest case: named in 42 of 50 hosting answers, the recommendation in zero.

## Where does named-first decide the leader?

Nine categories have a tie on answer share at the top. The Index ranks them by named-first share.

| Category | Vendor | Share | First | Vendor | Share | First |
| --- | --- | --- | --- | --- | --- | --- |
| AI avatar video | HeyGen | 100% | 92% | Synthesia | 100% | 4% |
| Automation platforms | Zapier | 100% | 70% | n8n | 100% | 14% |
| LLM APIs | OpenAI | 100% | 66% | Google | 100% | 4% |
| CRM for startups | HubSpot | 100% | 64% | Pipedrive | 100% | 16% |
| Link-in-bio tools | Linktree | 100% | 48% | Beacons | 100% | 26% |
| Product analytics | Amplitude | 100% | 30% | Mixpanel | 100% | 22% |
| AI coding agents | Cursor | 98% | 48% | Claude Code | 98% | 38% |
| Vector databases | pgvector | 98% | 32% | Qdrant | 98% | 24% |
| AI image generation | Adobe Firefly | 96% | 36% | Midjourney | 96% | 34% |

HeyGen and Synthesia are mentioned in every answer. HeyGen opens 46 of them; Synthesia opens 2. Google's models are in every LLM API answer and open two.

## Who is both named and picked?

Sixteen vendors were named first in 60% or more of their category's answers. The strongest: ElevenLabs (100% share, 94% first), HeyGen (100%, 92%), Gusto (100%, 86%), Lovable (100%, 80%), CodeRabbit (100%, 74%), Wix (96%, 74%), Opus Clip (96%, 72%), Stripe Billing (100%, 72%), Zapier (100%, 70%). These are the vendors a model reaches for before it lists the alternatives.

## Why does the gap exist?

Answers open with one recommendation and then list alternatives "depending on your needs". The opening name is the model's default. The alternatives are its hedge. A vendor can be on the hedge list in every answer without ever being the default, and a buyer skimming the answer reads the default.

## What this means for a vendor

Answer share says the model has you filed in the category. Named-first share says it would pick you, and that is the number a buyer acts on. Every model knows Weaviate; none defaults to it. Coverage across the sources the models read raises answer share. A consistent, specific reason to pick you first, in the sources they cite most, raises named-first share.

## Limitations

Named first is measured as the first tracked vendor to appear in the answer text, which is usually but not always the recommendation. Fifty answers per category means one answer moves first share by two points. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# The startup stack according to AI: Gusto, HubSpot, Stripe, Clerk, Supabase, Vercel, Resend, Apollo, Amplitude, Fathom

Source: Memetik Research, https://www.memetik.ai/research/startup-stack-according-to-ai. Published 2026-09-02. Data: Memetik Index 2026-09.

Ten models were asked which payroll, CRM, billing, auth, database, hosting, email, outbound, analytics and meeting-notes tools a startup should use. Ten categories, ten leaders, and Amplitude leads analytics on mentions while PostHog leads on recommendation.

## Key findings

1. Gusto: 100% of payroll answers, first in 86%. Rippling was named in 98% and first in 8%. Deel 84% and 6%.
2. HubSpot and Pipedrive were both named in every CRM answer; HubSpot was first in 64%, Pipedrive 16%. Attio was named in 68% and first in 4%; Salesforce in 62% and first in 2%.
3. Amplitude and Mixpanel were named in 100% of analytics answers and first in 30% and 22%. PostHog was named in 96% and first in 48%, the most of any analytics vendor.
4. Clerk leads auth at 98% and 58% first. Auth0 was named in 94% and first in 8%. Supabase Auth in 74% and first in none.
5. Resend leads transactional email at 100% and 56% first over Postmark (94%, 30%), Amazon SES (96%, 4%), SendGrid (86%, 2%) and Mailgun (78%, 0%).

## Chart: Payroll for startups, answer share

Gusto                  ████████████████████ 100%
Rippling               ████████████████████ 98%
Deel                   █████████████████░░░ 84%
Justworks              ████████████░░░░░░░░ 62%
QuickBooks Payroll     ███████████░░░░░░░░░ 56%
OnPay                  ██████████░░░░░░░░░░ 52%
Patriot Payroll        █████░░░░░░░░░░░░░░░ 26%
ADP                    ████░░░░░░░░░░░░░░░░ 22%

## Chart: CRM for startups, answer share

HubSpot                ████████████████████ 100%
Pipedrive              ████████████████████ 100%
Attio                  ██████████████░░░░░░ 68%
Salesforce             ████████████░░░░░░░░ 62%
Close                  ████████████░░░░░░░░ 58%
Zoho CRM               ███████████░░░░░░░░░ 54%
Notion                 ██████░░░░░░░░░░░░░░ 30%
Folk                   █████░░░░░░░░░░░░░░░ 26%

## Chart: Subscription billing, answer share

Stripe Billing         ████████████████████ 100%
Chargebee              ███████████████░░░░░ 76%
Paddle                 ██████████████░░░░░░ 70%
Lago                   ████████████░░░░░░░░ 58%
Metronome              ██████████░░░░░░░░░░ 48%
Recurly                █████████░░░░░░░░░░░ 44%
Orb                    ████████░░░░░░░░░░░░ 38%
Maxio                  ████████░░░░░░░░░░░░ 38%

## Chart: Authentication for developers, answer share

Clerk                  ████████████████████ 98%
Auth0                  ███████████████████░ 94%
WorkOS                 ████████████████░░░░ 80%
Supabase Auth          ███████████████░░░░░ 74%
Firebase Auth          ████████░░░░░░░░░░░░ 42%
AuthKit                ███████░░░░░░░░░░░░░ 36%
Kinde                  ███████░░░░░░░░░░░░░ 34%
PropelAuth             ██████░░░░░░░░░░░░░░ 30%

## Chart: Databases for startups, answer share

Supabase               ████████████████████ 98%
AWS RDS                ██████████████████░░ 92%
Neon                   ██████████████████░░ 90%
Google Cloud SQL       █████████████░░░░░░░ 66%
PlanetScale            █████████████░░░░░░░ 64%
MongoDB                █████████████░░░░░░░ 64%
Turso                  ██████░░░░░░░░░░░░░░ 32%
Firebase               █████░░░░░░░░░░░░░░░ 24%

## Chart: App hosting for startups, answer share

Vercel                 ██████████████████░░ 92%
AWS                    █████████████████░░░ 84%
Render                 ████████████████░░░░ 82%
Cloudflare             ██████████████░░░░░░ 68%
Railway                █████████████░░░░░░░ 66%
Google Cloud           ████████████░░░░░░░░ 60%
Fly.io                 ███████████░░░░░░░░░ 56%
DigitalOcean           ███████████░░░░░░░░░ 56%

## Chart: Transactional email, answer share

Resend                 ████████████████████ 100%
Amazon SES             ███████████████████░ 96%
Postmark               ███████████████████░ 94%
SendGrid               █████████████████░░░ 86%
Mailgun                ████████████████░░░░ 78%
Mailtrap               ██████████░░░░░░░░░░ 52%
Brevo                  █████░░░░░░░░░░░░░░░ 26%
Loops                  ██░░░░░░░░░░░░░░░░░░ 10%

## Chart: AI outbound and prospecting, answer share

Apollo                 ████████████████████ 100%
Clay                   ██████████████████░░ 88%
Instantly              ████████████████░░░░ 82%
Smartlead              ████████████████░░░░ 78%
Artisan                ██████████████░░░░░░ 68%
ZoomInfo               ██████░░░░░░░░░░░░░░ 32%
AiSDR                  ██████░░░░░░░░░░░░░░ 30%
Outreach               ██████░░░░░░░░░░░░░░ 28%

## Chart: Product analytics, answer share

Amplitude              ████████████████████ 100%
Mixpanel               ████████████████████ 100%
PostHog                ███████████████████░ 96%
Heap                   ████████████░░░░░░░░ 62%
Pendo                  ███████████░░░░░░░░░ 54%
FullStory              ██████░░░░░░░░░░░░░░ 30%
Google Analytics       ████░░░░░░░░░░░░░░░░ 22%
LogRocket              ████░░░░░░░░░░░░░░░░ 20%

## Chart: AI meeting notetakers, answer share

Fathom                 ███████████████████░ 96%
Fireflies              ███████████████████░ 94%
Granola                ████████████████░░░░ 78%
Zoom                   ████████████░░░░░░░░ 62%
Microsoft Copilot      ████████████░░░░░░░░ 60%
Otter                  ███████████░░░░░░░░░ 54%
Notion                 ██████████░░░░░░░░░░ 50%
Google Meet            ███████░░░░░░░░░░░░░ 34%

**Ten categories that make up a startup's operating stack, and the models name a clear default in nine.** Gusto, HubSpot, Stripe Billing, Clerk, Supabase, Vercel, Resend, Apollo and Fathom each lead on answer share and named-first. Product analytics is the exception: Amplitude is mentioned most and PostHog is recommended most.

## Payroll

Gusto 100% share, 86% first. Rippling 98% and 8%. Deel 84% and 6%. Justworks 62%. QuickBooks Payroll 56%. OnPay 52%. All ten models agree. Gusto's own site was the top cited vendor domain at 105 citations. Paycor and Papaya Global were never named.

## CRM

HubSpot 100% and 64%. Pipedrive 100% and 16%. Attio 68% and 4%. Salesforce 62% and 2%. Close 58% and 2%. Zoho CRM 54% and 8%. Attio's own site was the most cited vendor domain at 39 citations, above HubSpot's 25. Salesforce is named in 31 of 50 startup CRM answers and recommended in one. Insightly was never named.

## Subscription billing

Stripe Billing 100% and 72%. Chargebee 76% and 4%. Paddle 70% and 22%. Lago 58% and 0%. Metronome 48%. Recurly 44% and 0%. Paddle's merchant-of-record positioning earns it the second most firsts. Kill Bill was never named.

## Authentication

Clerk 98% and 58%. Auth0 94% and 8%. WorkOS 80% and 18%. Supabase Auth 74% and 0%. Firebase Auth 42%. AuthKit 36%. Kinde's own site was the top cited source in the category at 99 citations, ahead of Clerk's 31; Kinde was named in a minority of answers. All ten models most-named Clerk.

## Databases

Supabase 98% and 52%. AWS RDS 92% and 24%. Neon 90% and 22%. Google Cloud SQL 66% and 0%. PlanetScale 64% and 0%. MongoDB 64% and 0%. GPT-5.6 Terra alone most-named AWS RDS; the other nine most-named Supabase. Northflank's own site was the top cited source at 96 citations. Convex was never named.

## App hosting

Vercel 92% and 62%. AWS 84% and 0%. Render 82% and 16%. Cloudflare 68% and 0%. Railway 66% and 4%. Google Cloud 60% and 2%. AWS is named in 42 answers and recommended in none, the largest single mention-to-pick gap in the stack. Claude Sonnet 5 alone most-named AWS. Reddit was the top cited source.

## Transactional email

Resend 100% and 56%. Amazon SES 96% and 4%. Postmark 94% and 30%. SendGrid 86% and 2%. Mailgun 78% and 0%. Mailtrap 52% and 8%, with its own site the top cited source at 193 citations. All ten models most-named Resend. SendGrid, the long-time default, is on 43 lists and opens one. Customer.io and Courier were never named.

## AI outbound and prospecting

Apollo 100% and 64%. Clay 88% and 14%. Instantly 82% and 2%. Smartlead 78% and 2%. Artisan 68% and 6%. ZoomInfo 32% and 2%. Twenty vendors named, the joint-most in the Index, and one default. Clay is the pick in 7 of 50 as the data-enrichment layer.

## Product analytics

| Vendor | Answer share | Named first |
| --- | --- | --- |
| Amplitude | 100% | 30% |
| Mixpanel | 100% | 22% |
| PostHog | 96% | 48% |
| Heap | 62% | 0% |
| Pendo | 54% | 0% |
| FullStory | 30% | 0% |

The models list Amplitude and Mixpanel every time and recommend PostHog most often. Open source, self-hosting and the free tier are the reasons given. Amplitude's own site was the top cited source at 82 citations. Plausible, Statsig and Umami were never named.

## AI meeting notetakers

Fathom 96% and 16%. Fireflies 94% and 8%. Granola 78% and 38%. Zoom 62% and 6%. Microsoft Copilot 60% and 2%. Otter 54% and 4%. Nineteen vendors named. Granola, the newest of the top three, has the most firsts; Fathom the most mentions. Wispr was never named.

## What the field shows

The startup stack is where the models are most decisive: eight of ten categories have a leader first in 50% or more. The exceptions are analytics and meeting notes, where the most-mentioned incumbent (Amplitude, Fathom) and the most-recommended challenger (PostHog, Granola) are different products. The big-cloud options (AWS, Google Cloud SQL, Amazon SES) are on most lists and recommended almost never; the models treat them as the safe mention, not the pick.

## What this means for a vendor

In the stack categories the models have a default and name it in the first sentence. A challenger's opening is the reason the default gets replaced (PostHog's open source, Granola's local-first, Paddle's merchant of record), stated in the sources the models cite for that category, which in the stack are documentation, comparison pages and Reddit.

## Limitations

Fifty answers per category, ten models. Prompts assume a US-centric early-stage startup; payroll and billing answers would differ for other markets. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# Vendors that are their own top source: who the models cite from the vendor's own site

Source: Memetik Research, https://www.memetik.ai/research/vendors-that-are-their-own-top-source. Published 2026-09-02. Data: Memetik Index 2026-09.

In 7 of 33 categories a vendor's own website was the most cited source. In most of those the vendor is a challenger, not the leader.

## Key findings

1. Firecrawl's own site drew 233 citations in web search APIs and 87 in browser automation, the most of any vendor site in the Index. Firecrawl leads neither category on answer share.
2. Twelve category leaders are also the most cited vendor site in their category: Gusto (105 citations), HeyGen (100), Amplitude (82), Lovable (69), Zapier (64), Circle (47), Suno, ElevenLabs, Vercel, Wix, Stripe and Adobe Firefly.
3. Nine category leaders drew zero citations from their own domain: Fathom, Apollo, Exa, Veo, Playwright, Linktree, LangSmith, Resend and pgvector. They lead on what other sites say.
4. Challengers out-cite leaders from their own domain in code review (CodeAnt 151 vs CodeRabbit 22), auth (Kinde 99 vs Clerk 31), observability (Confident AI 155 vs LangSmith 0), newsletters (Beehiiv 112 vs Substack 11) and email (Mailtrap 193 vs Resend 0).
5. In 7 categories the vendor site was the single most cited source of any kind: Firecrawl, Kinde, Confident AI, Beehiiv, Amplitude, Northflank and Mailtrap.

## Chart: Web search and scraping APIs for AI, answer share

Exa                    ███████████████████░ 94%
Tavily                 ██████████████████░░ 92%
Firecrawl              ██████████████████░░ 92%
Brave Search           █████████████████░░░ 84%
Serper                 ████████████░░░░░░░░ 62%
Bing                   ████████████░░░░░░░░ 60%
Parallel               ████████░░░░░░░░░░░░ 42%
ScrapingBee            ███████░░░░░░░░░░░░░ 36%

## Chart: LLM observability and evals, answer share

LangSmith              ████████████████████ 100%
Langfuse               ███████████████████░ 96%
Arize                  ███████████████████░ 94%
Braintrust             ██████████████████░░ 92%
Confident AI           ██████████████░░░░░░ 68%
Helicone               ███████████░░░░░░░░░ 56%
Datadog                ████████░░░░░░░░░░░░ 42%
Comet                  ███████░░░░░░░░░░░░░ 36%

**In 7 of 33 categories, a vendor's own website was the most cited source of any kind.** In five of those seven the vendor is not the category leader. The vendors whose own pages the models read most and the vendors the models name most are, more often than not, different companies.

## Which vendors' own sites were most cited?

Own-domain citations in the vendor's own category, ranked, with 40 or more citations. The leader column is the vendor with the highest answer share.

| Category | Most cited vendor site | Citations | Category leader | Leader's own-site citations |
| --- | --- | --- | --- | --- |
| Web search APIs for AI | firecrawl.dev | 233 | Exa | 0 |
| Transactional email | mailtrap.io | 193 | Resend | 0 |
| LLM observability | confident-ai.com | 155 | LangSmith | 0 |
| AI code review | codeant.ai | 151 | CodeRabbit | 22 |
| Newsletter platforms | beehiiv.com | 112 | Substack | 11 |
| Payroll | gusto.com | 105 | Gusto | 105 |
| AI avatar video | heygen.com | 100 | HeyGen | 100 |
| Authentication | kinde.com | 99 | Clerk | 31 |
| Databases | northflank.com | 96 | Supabase | 15 |
| Short-form clipping | choppity.com | 95 | Opus Clip | 27 |
| Browser automation | firecrawl.dev | 87 | Playwright | 0 |
| Product analytics | amplitude.com | 82 | Amplitude | 82 |
| Creator monetization | payhip.com | 72 | Podia | 25 |
| AI app builders | lovable.dev | 69 | Lovable | 69 |
| Automation platforms | zapier.com | 64 | Zapier | 64 |
| AI meeting notetakers | laxis.com | 54 | Fathom | 0 |
| AI video generation | heygen.com | 54 | Veo | 0 |
| Inference hosting | siliconflow.com | 54 | Hugging Face | 36 |
| AI outbound | amplemarket.com | 49 | Apollo | 0 |
| AI agent builders | pickaxe.co | 47 | Lindy | 23 |
| Paid communities | circle.so | 47 | Circle | 47 |

## Why do challengers out-cite leaders?

The cited pages are almost all comparison content: "Firecrawl vs Tavily", "Kinde vs Clerk", "Confident AI vs LangSmith", "Mailtrap vs SendGrid", "CodeAnt vs CodeRabbit". Challengers write these pages because they need to be compared against the leader; leaders rarely write them. When a model answers "compare the top options", it retrieves the comparison, and the comparison lives on the challenger's domain.

The leader wins on answer share because the model already knows it. The challenger wins on citations because it wrote the page the model reads. Whether the citation converts into answer share over time is the question the second edition will start to answer.

## Where is the leader also the source?

Twelve categories. Gusto's help centre and pricing pages drew 105 citations and Gusto is named in every payroll answer. HeyGen's site drew 100 and HeyGen is first in 92% of avatar answers. Amplitude (82), Lovable (69), Zapier (64) and Circle (47) follow the same pattern: structured product documentation that answers buyer questions directly, and the leadership to match.

## Which leaders have no own-site presence in the citations?

Nine: Fathom (96% share), Apollo (100%), Exa (94%), Veo (100%), Playwright (96%), Linktree (100%), LangSmith (100%), Resend (100%) and pgvector (98%). These vendors lead on reputation carried in training data and third-party content. The models name them without reading them.

## What this means for a vendor

A challenger's cheapest route into the cited layer is comparison content against the leader, on the challenger's own domain. The pattern holds across developer tools, analytics, email and creator software. A leader with no own-site citations is leading on memory; that is a strong position until the memory goes stale.

## Limitations

Own-site matching is by domain string, so a vendor's blog on a separate domain is not counted. Citation counts are dominated by Gemini and Perplexity, which return the most sources; OpenAI models are under-measured. A comparison page can be cited for the competitor it names as well as for its author. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# Where Reddit decides the answer: the categories AI models source from threads

Source: Memetik Research, https://www.memetik.ai/research/where-reddit-decides-the-answer. Published 2026-09-02. Data: Memetik Index 2026-09.

Reddit drew 1,058 citations, 3.6% of all, and was the top source in AI video generation and app hosting. Twelve categories did not cite it at all.

## Key findings

1. Reddit was cited 1,058 times across 33 categories and ten models, second only to YouTube (2,669).
2. Reddit was the single most cited source in AI video generation (128 citations) and app hosting for startups (57).
3. Reddit citations concentrate in fast-moving and infrastructure categories: LLM observability (88), transactional email (58), product analytics (47), subscription billing (46), LLM APIs (45).
4. Twelve categories had no Reddit citation among their top sources, including AI avatars, AI code review, AI coding agents, AI meeting notetakers, AI outbound and AI voice.
5. The most cited subreddits, where the URL exposes one, were r/AI_Agents (39), r/SaaS (28), r/webdev (18), r/LangChain (17) and r/generativeAI (16).

## Chart: AI video generation, answer share

Veo                    ████████████████████ 100%
Runway                 ██████████████████░░ 92%
Kling                  ████████████████░░░░ 80%
Sora                   ██████████████░░░░░░ 70%
HeyGen                 ██████████░░░░░░░░░░ 48%
Seedance               █████████░░░░░░░░░░░ 44%
Synthesia              ████████░░░░░░░░░░░░ 38%
Luma                   ██████░░░░░░░░░░░░░░ 32%

## Chart: App hosting for startups, answer share

Vercel                 ██████████████████░░ 92%
AWS                    █████████████████░░░ 84%
Render                 ████████████████░░░░ 82%
Cloudflare             ██████████████░░░░░░ 68%
Railway                █████████████░░░░░░░ 66%
Google Cloud           ████████████░░░░░░░░ 60%
Fly.io                 ███████████░░░░░░░░░ 56%
DigitalOcean           ███████████░░░░░░░░░ 56%

**Reddit was the top cited source in two categories and the second most cited host overall**, with 1,058 citations against YouTube's 2,669. Where YouTube leads in software with a tutorial economy, Reddit leads where the category is too new for settled reviews and where buyers are engineers comparing infrastructure.

## In which categories did Reddit lead?

| Category | Reddit citations | Category leader | Providers agree on leader |
| --- | --- | --- | --- |
| AI video generation | 128 | Veo (100%) | Yes, all four |
| App hosting for startups | 57 | Vercel (92%) | Yes, all four |

## Where else is Reddit heavily cited?

| Category | Reddit citations | Top source |
| --- | --- | --- |
| LLM observability | 88 | confident-ai.com |
| Transactional email | 58 | mailtrap.io |
| Product analytics | 47 | amplitude.com |
| Subscription billing | 46 | youtube.com |
| LLM APIs | 45 | syncfusion.com |
| Automation platforms | 39 | youtube.com |

Developer categories where the top source is a comparison page on a vendor or content site, with Reddit as the second opinion.

## Where is Reddit absent?

Twelve categories had no Reddit citation among their top sources, among them AI avatar video, AI code review, AI coding agents, AI meeting notetakers, AI outbound and AI voice generation. Most are the categories where YouTube is strongest; the models go to video reviews, not threads, for tools that demo well on screen.

## Which subreddits are cited?

Where the cited URL exposes the subreddit (Gemini's grounding redirects resolve to reddit.com without a path, so this undercounts), the most cited were r/AI_Agents (39), r/SaaS (28), r/webdev (18), r/LangChain (17), r/generativeAI (16), r/LocalLLaMA (15), r/startups and r/LLMDevs (13 each). The models cite the thread page, not an individual comment. A thread titled "Best X for Y?" with a dozen replies naming products is the unit retrieved.

## What this means for a vendor

In infrastructure and new AI categories, the models read Reddit the way they read review sites in older markets. A vendor with no presence in the threads that answer its buyers' questions is absent from the second most cited layer. The presence that counts is a real user naming the product in a "best X" thread; the models cite the thread, not the vendor.

## Limitations

Host counts treat all Reddit URLs as one host; subreddit-level counts cover only URLs that expose a path. Reddit citation counts come mostly from Gemini and Perplexity. One edition.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# YouTube is the most cited source when AI models recommend software

Source: Memetik Research, https://www.memetik.ai/research/youtube-most-cited-source-ai-software-recommendations. Published 2026-09-02. Data: Memetik Index 2026-09.

Across 33 categories, 10 models and 29,119 citations, YouTube was the top source in 16 categories. Reddit was second. G2 was cited 45 times, Capterra never.

## Key findings

1. YouTube received 2,669 of 29,119 citations (9.2%) across 33 categories and 10 models, two and a half times the next source.
2. YouTube was the single most cited source in 16 of 33 categories. Reddit led 2, Firecrawl's own site led 2, and a single vendor or content site led each of the rest.
3. Reddit was second overall with 1,058 citations (3.6%). G2 was cited 45 times, Product Hunt 31, TrustRadius 0, Capterra 0, GetApp 0, Software Advice 0.
4. Five developer-infrastructure categories cited YouTube zero times in their top sources: authentication, inference hosting, LLM APIs, databases and transactional email.
5. Citation volume differs by model an order of magnitude: Gemini 3.5 Flash returned 57 citations per answer, GPT-5.6 Sol 4.

## Chart: AI code review, answer share

CodeRabbit             ████████████████████ 100%
Qodo                   █████████████████░░░ 86%
GitHub Copilot         ███████████████░░░░░ 74%
Greptile               ██████████████░░░░░░ 72%
CodeAnt AI             ██████████░░░░░░░░░░ 52%
Cursor                 █████████░░░░░░░░░░░ 46%
SonarQube              █████████░░░░░░░░░░░ 46%
Claude Code            ███████░░░░░░░░░░░░░ 36%

## Chart: AI app builders, answer share

Lovable                ████████████████████ 100%
Bolt                   ███████████████████░ 96%
Replit                 ██████████████████░░ 92%
v0                     ██████████████████░░ 90%
Cursor                 ████████░░░░░░░░░░░░ 42%
Base44                 ████████░░░░░░░░░░░░ 38%
Bubble                 ██████░░░░░░░░░░░░░░ 32%
Zite                   ███░░░░░░░░░░░░░░░░░ 16%

**YouTube accounted for 9.2% of every citation** that ten current AI models returned when asked which software a startup, developer or creator should use. That is 2,669 of 29,119 cited URLs across 33 categories in the September 2026 edition of the Memetik Index. Reddit, the next source, drew 1,058. No other host passed 2%.

## Which sources do AI models cite when recommending software?

Every host with 150 or more citations. Counts are raw URL citations returned by the model APIs, resolved to their host.

| Source | Citations | Share of all citations |
| --- | --- | --- |
| youtube.com | 2,669 | 9.2% |
| reddit.com | 1,058 | 3.6% |
| firecrawl.dev | 582 | 2.0% |
| medium.com | 409 | 1.4% |
| zapier.com | 374 | 1.3% |
| braintrust.dev | 280 | 1.0% |
| valueaddvc.com | 242 | 0.8% |
| dev.to | 226 | 0.8% |
| mailtrap.io | 193 | 0.7% |
| guideflow.com | 190 | 0.7% |
| vellum.ai | 184 | 0.6% |
| therundown.ai | 175 | 0.6% |
| heygen.com | 161 | 0.6% |
| codeant.ai | 159 | 0.5% |
| confident-ai.com | 159 | 0.5% |
| daily.dev | 156 | 0.5% |
| sequenzy.com | 150 | 0.5% |

The tail is very long: 1,959 distinct hosts. Seven of the seventeen hosts above are vendors citing into their own category or an adjacent one (Firecrawl, Zapier, Braintrust, Mailtrap, Vellum, HeyGen, CodeAnt, Confident AI). The rest are tutorial and comparison publishers.

## In which categories was YouTube the top source?

Sixteen of 33: AI code review (210 citations), online course platforms (186), AI coding agents (182), AI app builders (171), AI website builders (164), payroll (126), and AI avatars, AI image generation, AI music, AI voice, creator monetization, link-in-bio, automation, paid communities, short-form clipping and CRM.

The pattern is software with a large tutorial and review economy on YouTube. The surprise entries are developer tools: coding agents and code review are the two most YouTube-cited categories in the Index, ahead of every creator category.

## Where does YouTube not appear at all?

Five categories had no YouTube citation among their top sources: authentication for developers, inference hosting, LLM APIs, databases for startups and transactional email. All five are backend infrastructure. In those categories the cited sources are documentation, engineering blogs and vendor comparison pages.

## Which review sites were cited?

Almost none. Across 29,119 citations: G2 45, Product Hunt 31, TrustRadius 0, Capterra 0, GetApp 0, Software Advice 0. The review-site layer that has dominated Google results for "best CRM" style queries for a decade is close to absent from what the models cite.

## Does citation behaviour differ by model?

By an order of magnitude. Across the same 165 prompts each:

| Model | Citations returned | Per answer |
| --- | --- | --- |
| Gemini 3.5 Flash | 9,475 | 57.4 |
| Gemini 3.6 Flash | 5,665 | 34.3 |
| Sonar Pro | 3,223 | 19.5 |
| Sonar Reasoning Pro | 3,206 | 19.4 |
| Claude Fable 5 | 2,009 | 12.2 |
| Claude Sonnet 5 | 1,761 | 10.7 |
| Claude Opus 5 | 1,557 | 9.4 |
| GPT-5.6 Terra | 843 | 5.1 |
| GPT-5.6 Luna | 735 | 4.5 |
| GPT-5.6 Sol | 665 | 4.0 |

Google's models cite most, OpenAI's least. OpenAI's API returns citation annotations only when its search tool fires and only for the pages it used, so its source profile is under-measured relative to Gemini, which returns grounding redirects for everything it read.

## What this means for a vendor

For consumer software and developer tools alike, the reviewer's video and the "X vs Y" comparison are what the models read first. A vendor with no YouTube presence in its category is absent from the layer the models cite most. For backend infrastructure the layer is documentation and engineering blogs. In both cases the traditional review site sits far below.

## Limitations

One edition: 33 categories, 1,650 answers. Citation counts measure what the models returned as sources, not everything they read. OpenAI models are under-represented in citation counts for the reason above. Host counts treat a YouTube video and a channel page as one host. Gemini's redirect URLs were resolved to real hosts before counting; a small number failed to resolve and were dropped.

## Method and limits

Five fixed buyer prompts per category, sent once each to 10 current models from OpenAI, Anthropic, Google and Perplexity with web search enabled. Answer share is the fraction of 50 answers naming a vendor. Full method: https://www.memetik.ai/method. Memetik is a Searchmaxxed publication. Licence: CC BY 4.0.

---

# 10Web: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/10web
Website: https://10web.io

10Web was named in 15 of 50 AI answers across 1 category. Best position: AI website builders, 30% answer share, ranked #9, named first in 0%.

## What 10Web is

10Web is an AI website builder with WordPress hosting. It is for people who want to create and manage a website through prompts and chat-based editing.

Its AI agents plan, execute and refine a website from a prompt. Users can describe ideas to generate layouts, animations and interactions, then make changes through chat. Sites can be deployed on 10Web’s WordPress hosting infrastructure. WooCommerce is pre-configured to manage products, inventory, billing and checkout.

(From 10Web's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #9 of 16 | 30% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Only go the WordPress/10Web route if you anticipate needing lots of customization or plugins down the line."
> — Claude, AI website builders

> "GoDaddy if you need to launch very quickly with a simple business site. 10Web if you specifically want a WordPress-based site from AI."
> — Perplexity, AI website builders


---

# 11x: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/11x
Website: https://www.11x.ai

11x was named in 11 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 22% answer share, ranked #10, named first in 4%.

## What 11x is

11x provides AI digital workers for sales teams managing pipeline from prospecting through closing. Its workers find, research, contact and qualify prospective buyers.

The product identifies buyers that match an ideal customer profile using more than 50 data sources. It enriches prospect records with company, technology, organisational and competitive information, writes messages for individual prospects, and runs outreach sequences through email, phone, social networks and SMS.

(From 11x's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #10 of 20 | 22% | 4% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "No free trial. 11x is designed to execute sequences, but doesn’t have its own massive database natively, so it works best when paired with external data signals."
> — Gemini 3.5 Flash, AI outbound and prospecting

> "The "Autonomous AI SDR" Agents Artisan / 11x If you don't have a dedicated sales reps and want an AI agent to handle prospecting, writing, sending, and booking meetings automatically."
> — Gemini, AI outbound and prospecting


---

# ActiveCampaign: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/activecampaign
Website: https://www.activecampaign.com

ActiveCampaign was named in 4 of 50 AI answers across 1 category. Best position: Newsletter platforms, 8% answer share, ranked #8, named first in 0%.

## What ActiveCampaign is

ActiveCampaign is software for email marketing, marketing automation and customer messaging. It is built for marketers, agencies and business owners. Packages start at $15 per month and scale with contact volume and feature needs.

It creates, personalises and sends email campaigns. Its AI agents can create, optimise and personalise campaigns. It also automates WhatsApp conversations to qualify leads, collect data and route chats, connecting WhatsApp with email marketing, marketing automation and other channels.

Pricing: Packages start at $15 per month and scale with contact volume and feature needs.
(From ActiveCampaign's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #8 of 10 | 8% | 0% | Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Its visual email automations are somewhat basic compared to advanced marketing CRMs like Kit or ActiveCampaign."
> — Gemini 3.5 Flash, Newsletter platforms


---

# Activepieces: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/activepieces
Website: https://www.activepieces.com

Activepieces was named in 1 of 50 AI answers across 1 category. Best position: Automation platforms, 2% answer share, ranked #14, named first in 0%.

## What Activepieces is

Activepieces is a software platform for building AI agents and automations across workplace applications. It is for organisations and teams that want employees to create AI automations.

It connects agents to more than 761 apps and tools teams already use. Users can describe an automation, train AI on a task and give it access to tools. Its visual flow builder includes custom logic, AI pieces, conditions, loops and code execution. Activepieces logs every run, including the input and output for each step. Agents can request human approval when a situation requires judgement.

Pricing: It offers a free forever plan with no credit card, and states "$0 per execution — run millions, pay the same."
(From Activepieces's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #14 of 14 | 2% | 0% | Gemini |


---

# Adobe Firefly: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/adobe-firefly
Website: https://www.adobe.com

Adobe Firefly was named in 63 of 100 AI answers across 2 categories. Best position: AI image generation, 96% answer share, ranked #1, named first in 36%.

## What Adobe Firefly is

Adobe Firefly is an AI tool for generating and editing images, video, audio and designs. It is intended for people who need to create or change these types of content using AI models.

It generates and edits content across images, video, audio and design work. Firefly uses AI models from Adobe, Google, OpenAI and other providers. Its plans include unlimited generations on selected models for the first year, with savings available until 21 October.

Pricing: Firefly has plans with unlimited generations on select models for the first year and savings available until October 21.
(From Adobe Firefly's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #1 of 15 | 96% | 36% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #9 of 16 | 30% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want the most brand-safe option for commercial use and legal/provenance concerns, Adobe Firefly is the strongest pick."
> — Perplexity, AI image generation

> "Short answer If you already design in Photoshop/Illustrator and make client-facing work, start with Adobe Firefly."
> — ChatGPT, AI image generation

> "Choose Adobe Firefly if you work in graphic design/branding and need legal piece-of-mind or Photoshop integration."
> — Gemini, AI image generation

> "Choose Adobe Firefly if commercial workflow, client confidence, and Premiere integration matter more than maximum visual spectacle."
> — GPT-5.6 Sol, AI video generation


---

# ADP: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/adp
Website: https://www.adp.com

ADP was named in 11 of 50 AI answers across 1 category. Best position: Payroll for startups, 22% answer share, ranked #8, named first in 0%.

## What ADP is

ADP’s RUN Powered by ADP is payroll and HR software for small businesses with one to 49 employees. Its payroll packages are Essential, Enhanced, Complete and HR Pro, with pricing available on request.

The software pays employees and contractors, deducts and files federal, state and local payroll taxes, and flags payroll errors before they affect the business. RUN & DONE can place recurring payroll on autopilot. RUN also connects with accounting, point-of-sale and other business tools.

Pricing: Pricing is requested for Essential, Enhanced, Complete, and HR Pro payroll packages; no prices are stated.
(From ADP's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #8 of 14 | 22% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Justworks or ADP if you want a PEO-style bundle that offloads HR compliance and benefits administration entirely."
> — Claude, Payroll for startups

> "Choose ADP RUN if you expect rapid growth, multiple entities, or more enterprise-style compliance needs."
> — Perplexity, Payroll for startups


---

# Aider: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aider
Website: https://aider.chat

Aider was named in 26 of 50 AI answers across 1 category. Best position: AI coding agents, 52% answer share, ranked #6, named first in 0%.

## What Aider is

Aider is a terminal tool for AI pair programming on code projects. It is for people who want to work with AI while using a local Git repository.

Aider connects to cloud and local language models and maps the codebase to give them context on larger projects. It edits code in the local repository, then can lint and test changes automatically. When those checks find problems, it can fix them.

(From Aider's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #6 of 12 | 52% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you live in the terminal, start with a terminal/CLI agent like Claude Code, OpenAI Codex CLI, Aider, OpenCode, or Gemini CLI."
> — Sonar Reasoning Pro, AI coding agents

> "Choose Aider or Cline if you want total control over which LLMs you use without subscription lock-in."
> — Gemini, AI coding agents

> "Open-source or cost-sensitive setup: use Cline or Aider if you want model flexibility and more control over spending."
> — Perplexity, AI coding agents

> "If you want to pay exactly for the tokens you use, swap in niche or local open-source models, and have 100% control over your data, running Aider or Cline is incredibly powerful."
> — Gemini 3.5 Flash, AI coding agents


---

# Airtable: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/airtable
Website: https://www.airtable.com

Airtable was named in 13 of 100 AI answers across 2 categories. Best position: CRM for startups, 16% answer share, ranked #10, named first in 0%.

## What Airtable is

Airtable is a workspace for businesses, including enterprises, to build AI-powered workflows and business apps using connected data. It also offers a free start option.

Users can create apps through conversational building with no-code components. Airtable provides data, automations and interfaces for those apps. Its agents can analyse documents, turn them into structured data, and bring web research into structured workflows.

Pricing: Airtable offers a free start option.
(From Airtable's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #10 of 13 | 16% | 0% | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #11 of 14 | 10% | 0% | Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# AiSDR: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aisdr
Website: https://aisdr.com

AiSDR was named in 15 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 30% answer share, ranked #7, named first in 0%.

## What AiSDR is

AiSDR is a platform for running sales outreach, from finding prospects to booking meetings. It is built for sales and revenue teams, marketing teams, startups, and companies in healthtech, edtech and martech.

The platform finds accounts through buying signals and fresh data, then builds prospect lists from plain-English requests. It researches a company’s product and ideal customer profile to create a campaign play, runs outreach sequences and handles replies. Outreach activity can sync with HubSpot and Salesforce.

(From AiSDR's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #7 of 20 | 30% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want a more lightweight, month-to-month, email-focused equivalent, AiSDR is a strong alternative."
> — Gemini 3.5 Flash, AI outbound and prospecting

> "If you want to minimize headcount and automate as much as possible, use Artisan, Lindy, or AiSDR."
> — Perplexity, AI outbound and prospecting


---

# AIVA: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aiva
Website: https://www.aiva.ai

AIVA was named in 25 of 50 AI answers across 1 category. Best position: AI music generation, 50% answer share, ranked #5, named first in 0%.

## What AIVA is

AIVA is an AI music generation assistant for beginners, music professionals, content creators and people who want to monetise compositions. It creates songs and offers free, Standard and Pro plans. The Standard annual plan costs €11 per month plus VAT, while the Pro annual plan costs €33 per month plus VAT.

AIVA generates new songs across more than 250 styles. Users can create their own style models, upload audio or MIDI as influences, edit generated tracks and download them in different file formats. Subscribers to the Pro plan can own the copyright of their compositions.

Pricing: It offers a free plan, a Standard annual plan at €11 per month plus VAT, and a Pro annual plan at €33 per month plus VAT.
(From AIVA's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #5 of 15 | 50% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "What makes AIVA incredibly powerful for professional editors is that it can export MIDI files and isolated stems."
> — Gemini 3.5 Flash, AI music generation

> "You create client work, branded content, ads and want clear licensing: → ElevenMusic or Envato AI Music, optionally plus AIVA for cinematic pieces."
> — Sonar Reasoning Pro, AI music generation


---

# Amazon Bedrock: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/amazon-bedrock
Website: https://docs.aws.amazon.com

Amazon Bedrock was named in 45 of 100 AI answers across 2 categories. Best position: LLM APIs, 52% answer share, ranked #6, named first in 0%.

## What Amazon Bedrock is

Amazon Bedrock is a fully managed AWS service for using foundation models from Amazon and third-party providers. It is for people creating applications with Amazon Bedrock.

It provides a console and API for accessing Amazon Bedrock models and generating responses through inference. During peak utilisation, it can route inference requests across multiple AWS Regions. Users can customise models through fine-tuning, distillation or continued pre-training. It also supports knowledge bases that use retrieval augmented generation with their data.

(From Amazon Bedrock's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #6 of 15 | 52% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #10 of 18 | 38% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Bedrock instead when AWS governance and procurement are first-class product requirements."
> — GPT-5.6 Sol, LLM APIs

> "Best if you are a regulated / enterprise shop Azure OpenAI or AWS Bedrock, because of compliance, VPC integration, and data‑governance features on top of strong models."
> — Sonar Reasoning Pro, LLM APIs

> "Choose AWS Bedrock if governance and enterprise integration matter most."
> — Perplexity, Inference hosting

> "Enterprise/cloud-native AWS Bedrock is the best open-source LLM hosting provider for enterprise governance (also consider GCP Vertex AI or Azure AI Foundry if you're already on those clouds)."
> — Claude Fable 5, Inference hosting


---

# Amazon Polly: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/amazon-polly
Website: https://docs.aws.amazon.com

Amazon Polly was named in 5 of 50 AI answers across 1 category. Best position: AI voice generation, 10% answer share, ranked #16, named first in 0%.

## What Amazon Polly is

Amazon Polly is a text-to-speech service that synthesises speech from text using voices in multiple languages. It is for brands that want to offer unique and exclusive voices to their customers.

It provides standard, neural, long-form and generative voice engines across multiple languages. Brands can also use Amazon Polly to build a custom voice for a brand persona.

(From Amazon Polly's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #16 of 17 | 10% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Sonar Reasoning Pro |

## What the models said

> "Start with Amazon Polly if you need very low cost and predictable infrastructure."
> — GPT-5.6 Luna, AI voice generation


---

# Amazon SES: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/amazon-ses
Website: https://docs.aws.amazon.com

Amazon SES was named in 48 of 50 AI answers across 1 category. Best position: Transactional email, 96% answer share, ranked #2, named first in 4%.

## What Amazon SES is

Amazon SES is an email platform for people who need to send and receive email using their own email addresses and domains. It supports marketing, transactional and other correspondence emails, with charges based on the volume of emails sent and received.

Amazon SES sends email through an AWS SDK, SMTP interface or API. It can also receive email for software including autoresponders, unsubscribe systems and support-ticket applications. Sending events can be published to Amazon CloudWatch or Amazon Data Firehose.

Pricing: You pay based on the volume of emails sent and received.
(From Amazon SES's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #2 of 12 | 96% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Amazon SES if you send large volumes and are comfortable operating more of the email infrastructure yourself."
> — GPT-5.6 Luna, Transactional email

> "Amazon SES: best when lowest cost matters and you are already on AWS, but it usually requires more setup and email ops knowledge."
> — Perplexity, Transactional email

> "If you are sending millions of emails and have the engineering bandwidth to build your own email management dashboard, choose Amazon SES."
> — Gemini 3.5 Flash, Transactional email

> "Go with Amazon SES if you are sending massive volume and need to minimize infrastructure costs."
> — Gemini, Transactional email


---

# Amplemarket: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/amplemarket

Amplemarket was named in 5 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 10% answer share, ranked #17, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #17 of 20 | 10% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Gemini, Perplexity |

## What the models said

> "If you want the best overall tested platform rather than the simplest founder setup, Amplemarket is the top all-in-one pick in one 2026 evaluation."
> — Perplexity, AI outbound and prospecting


---

# Amplitude: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/amplitude
Website: https://amplitude.com

Amplitude was named in 50 of 50 AI answers across 1 category. Best position: Product analytics, 100% answer share, ranked #1, named first in 30%.

## What Amplitude is

Amplitude is a platform for product teams that analyses product data and helps them improve products. It is built for product teams.

It provides product analytics, session replay, experimentation, heatmaps, guides and surveys. Its Global Agent draws on Amplitude data when users ask questions. Amplitude can also prompt its insights in AI platforms through MCP, and turns customer feedback into action.

(From Amplitude's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #1 of 13 | 100% | 30% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Amplitude: best if you expect to grow into deeper behavioral analysis and more advanced analytics workflows."
> — Perplexity, Product analytics

> "If you have a dedicated PM/growth person and want specialized, best-in-class behavioral analysis, apply for the Amplitude Scholarship."
> — Gemini 3.5 Flash, Product analytics

> "Short answer For most teams evaluating product analytics in September 2026: Choose Amplitude for the deepest, most mature product-analytics platform."
> — GPT-5.6 Luna, Product analytics

> "Short answer For most startups in 2026, I'd recommend PostHog if you have engineers, and Mixpanel or Amplitude if your product team is more non-technical."
> — Claude Opus 5, Product analytics


---

# Anchor: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/anchor
Website: https://anchorbrowser.io

Anchor was named in 3 of 50 AI answers across 1 category. Best position: Browser automation for agents, 6% answer share, ranked #15, named first in 0%.

## What Anchor is

Anchor Browser provides browser infrastructure for teams using AI agents for browser automation. It connects AI agents with web applications through managed browser environments and supporting authentication systems.

The product provides managed Chromium browser instances that can access websites. AI agents plan and deploy deterministic browser tasks within those instances. Anchor also provides authentication infrastructure for cloud computer-use agents, handling the onboarding, management and use of authentication methods intended for people.

(From Anchor's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #15 of 15 | 6% | 0% | Claude, Claude Fable 5 |


---

# Anthropic: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/anthropic
Website: https://www.anthropic.com

Anthropic was named in 46 of 50 AI answers across 1 category. Best position: LLM APIs, 92% answer share, ranked #3, named first in 28%.

## What Anthropic is

Anthropic provides AI research and products focused on safety. Its products are for researchers and professionals doing coding, knowledge work, and everyday professional work. The company develops AI models intended to support these tasks across research and professional settings.

Anthropic builds models for coding, knowledge work, and professional work, alongside customisable applications that can integrate researchers’ tools and packages. Its Claude Science app produces auditable artifacts and gives users access to computing resources.

(From Anthropic's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #3 of 15 | 92% | 28% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Anthropic if your product depends heavily on reasoning quality, coding assistance, or agent reliability."
> — Perplexity, LLM APIs

> "Strongest reasoning + coding quality → Anthropic Claude Opus or top-tier GPT-5 with high reasoning effort."
> — Sonar Reasoning Pro, LLM APIs

> "Choose Claude if premium writing/reasoning quality is central to the product."
> — GPT-5.6 Luna, LLM APIs

> "Treat my Claude-related opinions with appropriate skepticism, and weigh the recommendation against your own benchmarking."
> — Claude Opus 5, LLM APIs


---

# Anyscale: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/anyscale
Website: https://www.anyscale.com

Anyscale was named in 1 of 50 AI answers across 1 category. Best position: Inference hosting, 2% answer share, ranked #17, named first in 0%.

## What Anyscale is

Anyscale is a platform for foundation model builders running data-intensive AI workloads with Ray. It is designed for distributed work across GPU clusters and multiple cloud providers.

The platform supports distributed model training, multimodal data-curation pipelines, and batch embedding generation for search, retrieval or training. It also runs LLM inference and training for post-training workflows. Teams can use the same code across multiple cloud providers.

(From Anyscale's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #17 of 18 | 2% | 0% | Gemini 3.5 Flash |


---

# Apify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/apify
Website: https://apify.com

Apify was named in 12 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 24% answer share, ranked #11, named first in 0%.

## What Apify is

Apify is a marketplace of tools for people and teams using AI, apps and agents that need web data or web automation. It offers ready-to-run Actors for tasks including scraping, lead generation and social-media monitoring. Users can also publish Actors free of charge, while customers pay for computing resources.

Actors run in Apify’s cloud and can be built or deployed using code templates and guides. The platform provides monitoring, data processing, proxies and unblocking to support web tasks. MCP connectors let Actors read from, write to and trigger workflows in services including Notion, Slack and GitHub.

Pricing: Publishing an Actor is free of charge; customers pay for computing resources.
(From Apify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #11 of 17 | 24% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Building a serious data-collection pipeline: use Bright Data or Apify, often with Browserbase for the hard interactive cases."
> — ChatGPT, Web search and scraping APIs for AI


---

# Apollo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/apollo
Website: https://www.apollo.io

Apollo was named in 50 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 100% answer share, ranked #1, named first in 64%.

## What Apollo is

Apollo is a unified platform for modern sales and marketing teams. It helps them find leads, manage outreach, enrich data and support deal execution. A free sign-up option is available without a credit card.

The platform runs AI-powered multichannel campaigns and workflow automations. It identifies anonymous visitors, enriches form submissions and routes inbound leads. Apollo cleans and completes records with contact and company data. It also provides meeting insights, call summaries, follow-ups, task creation, pipeline boards and deal alerts.

Pricing: A free sign-up option is stated; no credit card is required.
(From Apollo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #1 of 20 | 100% | 64% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Start with Apollo alone, write your own first-touch messaging, and only add Clay once you know your ICP and messaging convert."
> — Claude Fable 5, AI outbound and prospecting

> "Multiple guides call Apollo the “best overall for startups” and the default first pick for AI-powered outbound."
> — Sonar Reasoning Pro, AI outbound and prospecting

> "Short answer Start with Apollo if you want one practical tool for finding prospects and running outbound without assembling a complicated stack."
> — GPT-5.6 Luna, AI outbound and prospecting

> "My actual suggestion: start with Apollo + a hand-written sequence for your first 100 prospects."
> — Claude Opus 5, AI outbound and prospecting


---

# Argil: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/argil
Website: https://www.therundown.ai

Argil was named in 2 of 50 AI answers across 1 category. Best position: AI avatar video, 4% answer share, ranked #15, named first in 0%.

## What Argil is

Argil is an AI video workspace for creators and marketing teams making presenter-led or cinematic social video. It supports avatar videos, product content, social clips and short multi-scene stories.

It turns prompts, scripts, articles, products and reference media into video. Users can create personal, generated or licensed avatars for scripted videos. Its Story tool breaks a narrative prompt into editable scenes with actions, camera directions, timing and reference media. Argil also provides an API, webhooks, asset management, subtitle export and a Make integration.

Pricing: Pro is listed at $10 per month for 400 monthly credits, Business at $20 per month for 800 monthly credits, and Enterprise is custom.
(From Argil's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #15 of 15 | 4% | 0% | GPT-5.6 Sol, GPT-5.6 Luna |


---

# Arize: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/arize
Website: https://arize.com

Arize was named in 47 of 50 AI answers across 1 category. Best position: LLM observability and evals, 94% answer share, ranked #3, named first in 2%.

## What Arize is

Arize AX is a managed AI engineering platform for observing, evaluating, and improving production AI systems.

(From Arize's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #3 of 13 | 94% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Phoenix if deployment control, open instrumentation, and avoiding deep platform lock-in matter more."
> — GPT-5.6 Sol, LLM observability and evals

> "Choose Arize Phoenix if you want open-source, OpenTelemetry-native debugging, especially for RAG evaluation and vendor-neutral tracing."
> — Perplexity, LLM observability and evals

> "Go with Arize Phoenix if you are heavily developing agents locally and want open-standards telemetry."
> — Gemini 3.5 Flash, LLM observability and evals

> "Choose Phoenix instead if you prioritize an OpenTelemetry-first architecture, rich trace-level diagnosis, and RAG/agent evaluation workflows."
> — ChatGPT, LLM observability and evals


---

# Artisan: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/artisan
Website: https://www.artisan.co

Artisan was named in 34 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 68% answer share, ranked #5, named first in 6%.

## What Artisan is

Artisan provides an AI business development representative, Ava, for teams running outbound sales and their sales reps. Ava supports prospecting, outreach and meeting booking.

Ava searches B2B contacts or imports contacts from a CRM, enriches and prioritises them using intent signals, then sends personalised messages across channels. It queues call steps in a native dialler and tests message variations, directing more volume to stronger-performing messages. Ava qualifies replies, handles objections, books meetings and escalates conversations to a human according to set rules.

(From Artisan's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #5 of 20 | 68% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Artisan if you want the closest thing to a virtual SDR that handles the outbound job for you."
> — Perplexity, AI outbound and prospecting

> "Warmly, Artisan, and Reply are also frequently cited among the best AI outbound sales tools for teams wanting AI agents to handle end-to-end outbound motion."
> — Claude, AI outbound and prospecting

> "Clear ICP, repeatable motion, but no SDR hire yet: trial Artisan Ava against Apollo and compare, not opens/replies."
> — ChatGPT, AI outbound and prospecting

> "The "Autonomous AI SDR" Agents Artisan / 11x If you don't have a dedicated sales reps and want an AI agent to handle prospecting, writing, sending, and booking meetings automatically."
> — Gemini, AI outbound and prospecting


---

# Attention: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/attention
Website: https://www.attention.com

Attention was named in 1 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 2% answer share, ranked #18, named first in 0%.

## What Attention is

Attention is an AI-native platform for revenue organisations, including sales, revenue operations, sales enablement and sales engineering teams. It records, transcribes, summarises and analyses sales calls.

It connects with meeting platforms including Zoom, Google Meet and Microsoft Teams to record, transcribe and summarise calls in real time. The platform supports transcription and translation in more than 100 languages and labels speakers in conversations. Teams can comment on call moments, create snippets and share links. Its agents analyse call content for win/loss analysis, deal-stage tagging and compliance alerts.

(From Attention's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #18 of 19 | 2% | 0% | Claude Opus 5 |

## What the models said

> "Look at Gong or Attention / Avoma as mid-market alternatives."
> — Claude Opus 5, AI meeting notetakers


---

# Attio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/attio
Website: https://attio.com

Attio was named in 34 of 50 AI answers across 1 category. Best position: CRM for startups, 68% answer share, ranked #3, named first in 4%.

## What Attio is

Attio is a CRM for people who own the revenue number. It supports building pipeline, advancing deals and growing accounts.

It uses agents to prospect and reach out when buyers are looking. New leads are enriched, scored and routed to the right representative. Agents handle research and other busywork, brief meetings and keep deals moving. They also track accounts to identify risks and growth opportunities.

(From Attio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #3 of 13 | 68% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Attio or Folk if you want a modern, highly flexible tool for relationship management and non-standard workflows."
> — Gemini, CRM for startups

> "Choose Attio if you are building a SaaS/software product and want your product usage data to dictate your sales pipeline."
> — Gemini 3.5 Flash, CRM for startups

> "There isn’t one universal “best,” but for most early-stage startups I’d choose Attio or HubSpot, depending on your motion."
> — ChatGPT, CRM for startups

> "Choose Attio or Coherence if you want a more modern, flexible, “workspace-style” CRM with strong customization and collaboration."
> — Sonar Reasoning Pro, CRM for startups


---

# Augment: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/augment
Website: https://www.augmentcode.com

Augment was named in 5 of 50 AI answers across 1 category. Best position: AI coding agents, 10% answer share, ranked #11, named first in 0%.

## What Augment is

Augment Code provides Cosmos and Auggie, software agents for engineering teams and organisations running software-development workflows. It is intended for teams that need agents to support work across planning, execution and review.

Cosmos runs fleets of agents across the software-development lifecycle. Those agents can start from pull requests, alerts, schedules and webhooks. Auggie runs context-aware agents in a terminal, where they can plan, execute and review work. It can also run single-shot tasks in CI pipelines, serverless functions and cron jobs.

(From Augment's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #11 of 12 | 10% | 0% | Claude, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Governance & stack Enterprise / monorepos / strict policies → tools like Augment Code, GitHub Copilot, OpenCode, Aider."
> — Sonar Reasoning Pro, AI coding agents

> "If you work in a strict corporate/enterprise environment, stick to GitHub Copilot or look into Augment Code."
> — Gemini 3.5 Flash, AI coding agents


---

# Auth0: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/auth0
Website: https://auth0.com

Auth0 was named in 47 of 50 AI answers across 1 category. Best position: Authentication for developers, 94% answer share, ranked #2, named first in 8%.

## What Auth0 is

Auth0 is a service for developers implementing user authentication in web, mobile, and agentic applications. It supports authentication across applications, including single sign-on, for teams that need to manage how users access their products.

Developers can use Auth0’s hosted Universal Login flows or build embedded login through its APIs, SDKs, and components. It supports username and password login, social identities, enterprise single sign-on, passwordless options, biometrics, and passkeys.

(From Auth0's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #2 of 17 | 94% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Auth0: Best when you need extensive customization, unusual identity flows or established enterprise IAM capabilities."
> — GPT-5.6 Sol, Authentication for developers

> "Auth0: best if you want a mature, feature-rich managed identity platform with broad integrations and room to grow."
> — Perplexity, Authentication for developers

> "Choose Auth0 early only if B2B SSO, enterprise customers, or compliance requirements are central to the business."
> — GPT-5.6 Luna, Authentication for developers

> "If selling to mid-market / enterprise customers requiring SAML/Okta from Day 1: Go with WorkOS."
> — Gemini, Authentication for developers


---

# AuthKit: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/authkit

AuthKit was named in 18 of 50 AI answers across 1 category. Best position: Authentication for developers, 36% answer share, ranked #6, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #6 of 17 | 36% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "WorkOS AuthKit: best for B2B SaaS WorkOS is particularly compelling for startups selling to businesses."
> — GPT-5.6 Sol, Authentication for developers

> "Start with WorkOS AuthKit if selling to companies where Google Workspace, Okta, Entra ID, SAML SSO, and SCIM are likely sales requirements in the first year."
> — ChatGPT, Authentication for developers

> "With its AuthKit service offering up to 1M free active users, it’s a dominant choice for B2B SaaS."
> — Gemini, Authentication for developers

> "WorkOS AuthKit Pick WorkOS if your product is primarily B2B and you expect customer SSO, directory sync, SCIM, RBAC, or enterprise onboarding."
> — GPT-5.6 Luna, Authentication for developers


---

# Avoma: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/avoma
Website: https://www.avoma.com

Avoma was named in 15 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 30% answer share, ranked #10, named first in 6%.

## What Avoma is

Avoma offers AI note-taking software.

Pricing: Avoma has pricing plans.
(From Avoma's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #10 of 19 | 30% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Why Avoma is my top pick Native integrations with Salesforce, HubSpot, Pipedrive, and Zoho.) Syncs meeting notes and AI insights to relevant CRM records."
> — GPT-5.6 Luna, AI meeting notetakers

> "If you work in sales or customer success, Avoma and Fireflies.ai are usually the most relevant."
> — Perplexity, AI meeting notetakers

> "Gong is quote-based with no free tier; Avoma starts around $19/user/month."
> — Claude Opus 5, AI meeting notetakers


---

# AWS: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aws
Website: https://aws.amazon.com

AWS was named in 42 of 50 AI answers across 1 category. Best position: App hosting for startups, 84% answer share, ranked #2, named first in 0%.

## What AWS is

AWS provides cloud computing services for organisations ranging from startups to enterprises. It serves teams that need infrastructure and technology services to build, scale and transform their operations, including those in financial services, healthcare, government and telecommunications.

AWS works by providing cloud-based services that organisations can use to support their technology needs. Its products include AI tools that can automate tasks. Organisations use these services as part of building and scaling their systems and operations.

(From AWS's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #2 of 18 | 84% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose AWS if you are an established business, require robust enterprise security compliance, or are scaling past millions of users."
> — Gemini 3.5 Flash, App hosting for startups

> "Choose AWS ECS/Fargate when enterprise controls and AWS integration matter more than simplicity."
> — GPT-5.6 Sol, App hosting for startups

> "If you expect serious scale or need fine-grained control, go with AWS or Fly.io."
> — Claude Fable 5, App hosting for startups

> "Trade-off: it gives you a simpler AWS billing model, but it does not remove the operational responsibilities of running a server."
> — ChatGPT, App hosting for startups


---

# AWS Cognito: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aws-cognito
Website: https://docs.aws.amazon.com

AWS Cognito was named in 10 of 50 AI answers across 1 category. Best position: Authentication for developers, 20% answer share, ranked #13, named first in 0%.

## What AWS Cognito is

AWS Cognito is Amazon’s identity platform for web and mobile applications. It is for teams that need to create and manage user accounts, authenticate users, and control access to applications, APIs, and AWS resources.

It provides a user directory, authentication server, and authorisation service. User pools create and manage users, authenticate them for an application or API, and issue JSON web tokens to an app, web server, or API. Identity pools issue AWS credentials, allowing an application to give its users access to AWS resources.

(From AWS Cognito's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #13 of 17 | 20% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Cognito if you are already committed to AWS and want lower raw auth costs, accepting more setup complexity."
> — Perplexity, Authentication for developers

> "For an AWS-heavy backend Consider Cognito when cost and AWS integration outweigh developer experience."
> — GPT-5.6 Sol, Authentication for developers


---

# AWS RDS: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/aws-rds
Website: https://docs.aws.amazon.com

AWS RDS was named in 46 of 50 AI answers across 1 category. Best position: Databases for startups, 92% answer share, ranked #2, named first in 24%.

## What AWS RDS is

AWS RDS is an AWS web service for setting up, operating and scaling relational databases in the AWS Cloud. It is for teams that need managed capacity for databases using IBM Db2, MariaDB, Microsoft SQL Server, MySQL, Oracle Database or PostgreSQL.

It provides resizable database capacity and handles common administration tasks, including backups, software patching, failure detection and recovery. High availability can use a primary DB instance with a synchronous secondary instance, while read replicas support read scaling. Access can be controlled through AWS Identity and Access Management, and databases can run within a virtual private cloud.

(From AWS RDS's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #2 of 17 | 92% | 24% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Short answer For most production Postgres-based SaaS products: choose Amazon RDS for PostgreSQL if you’re already on AWS."
> — GPT-5.6 Luna, Databases for startups

> "Choose RDS or Cloud SQL when cloud integration matters Use AWS RDS PostgreSQL if most of your application is already on AWS."
> — GPT-5.6 Sol, Databases for startups

> "Choose AWS RDS / Aurora if you need high enterprise compliance and are already hosted on AWS infrastructure."
> — Gemini, Databases for startups

> "Choose Aurora PostgreSQL or AlloyDB only if performance, HA, read scaling, or workload volatility warrants their added platform specificity."
> — ChatGPT, Databases for startups


---

# Azure: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/azure
Website: https://azure.microsoft.com

Azure was named in 29 of 100 AI answers across 2 categories. Best position: App hosting for startups, 50% answer share, ranked #10, named first in 0%.

## What Azure is

Azure is a cloud platform for developers and organisations building applications and managing IT systems. It provides products for AI, compute, databases, security, storage and other technology functions.

Azure provides AI and machine learning capabilities for application development, alongside relational, NoSQL and caching database options. Its services run and manage applications, including applications on Linux. It also supports SQL Server database migration to Azure with few to no application code changes.

(From Azure's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #10 of 18 | 50% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #17 of 17 | 8% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Sonar Reasoning Pro |

## What the models said

> "The consensus across them is that ElevenLabs leads on quality, Cartesia on speed, and Azure/Google on scale."
> — Claude Opus 5, AI voice generation

> "Platforms like Northflank let you deploy into your own AWS/Azure/GCP accounts while keeping a managed experience, which is a hedge worth considering if you think you'll outgrow a PaaS."
> — Claude Opus 5, App hosting for startups

> "Google Cloud, or Azure."
> — Perplexity, App hosting for startups


---

# Azure OpenAI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/azure-openai
Website: https://azure.microsoft.com

Azure OpenAI was named in 24 of 50 AI answers across 1 category. Best position: LLM APIs, 48% answer share, ranked #8, named first in 0%.

## What Azure OpenAI is

Azure OpenAI in Foundry Models gives developers and data scientists access to OpenAI models for building generative AI applications. It supports AI agents and model fine-tuning for business needs, with Standard, Provisioned and Batch deployment strategies and pricing.

It provides foundational and reasoning models from OpenAI through Azure. Developers can integrate AI agents into their applications and fine-tune models for specific requirements. The service also includes tools for security, harmful-content management and compliance.

Pricing: It offers Standard, Provisioned, and Batch deployment strategies and pricing.
(From Azure OpenAI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #8 of 15 | 48% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Best if you are a regulated / enterprise shop Azure OpenAI or AWS Bedrock, because of compliance, VPC integration, and data‑governance features on top of strong models."
> — Sonar Reasoning Pro, LLM APIs

> "Bedrock, Vertex, or Azure often wins on procurement and compliance grounds regardless of model quality."
> — Claude Opus 5, LLM APIs


---

# Bardeen: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bardeen
Website: https://www.bardeen.ai

Bardeen was named in 1 of 50 AI answers across 1 category. Best position: Automation platforms, 2% answer share, ranked #13, named first in 0%.

## What Bardeen is

Bardeen is software for people and teams building target lead lists. It is used by solopreneurs, real estate agents and music users to source, qualify and reach leads.

It extracts data from websites with scrapers, then researches or generates leads using AI and web search providers. Bardeen finds verified contact information and uses an ideal-lead description to prioritise leads. Plans include Basic at $10 per month, Premium at $50 per month or $480 per year, Enterprise with custom bulk credits, and 100 free credits.

Pricing: It offers Basic at $10 per month, Premium at $50 per month or $480 per year, Enterprise with custom bulk credits, and 100 free credits.
(From Bardeen's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #13 of 14 | 2% | 0% | Gemini |


---

# Base44: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/base44
Website: https://base44.com

Base44 was named in 27 of 100 AI answers across 2 categories. Best position: AI app builders, 38% answer share, ranked #6, named first in 2%.

## What Base44 is

Base44 is a no-code AI platform for people building apps, websites and AI agents. It is aimed at personal and early-stage projects, teams, and builders operating a main product or business. It has a free plan, with paid plans starting at $16 a month when billed annually.

Users describe their requirements in plain language, and Base44 generates the code, structure, design and logic. It supplies the frontend, backend, database, user authentication and payments, alongside built-in hosting for publishing. The platform also includes a responsive visual editor, analytics dashboard and multi-user collaboration, and can connect to tools such as Gmail, Slack, Notion, Google Drive, HubSpot and Salesforce.

Pricing: Base44 has a free plan and paid plans starting at $16 per month billed annually; paid plans scale by credits, tools, integrations and support, while enterprise pricing is custom.
(From Base44's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #6 of 15 | 38% | 2% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #13 of 16 | 16% | 0% | Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "If you’re non-technical and don’t want to touch code at all, start with Hostinger Horizons or Base44."
> — Sonar Reasoning Pro, AI app builders

> "Choose Base44 if you want the absolute fastest path to a working prototype that natively includes AI agents or user accounts without dealing with setup friction."
> — Gemini 3.5 Flash, AI app builders

> "Most tools in this list, including Lovable, Bolt.new, Base44, Replit, and v0, generate web apps only."
> — Claude, AI app builders

> "For prompt-to-app SaaS MVP building, Lovable is the most consistently recommended pick, with Bolt.new, Replit, and Base44 as strong alternatives."
> — Claude Fable 5, AI app builders


---

# Baseten: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/baseten
Website: https://www.baseten.co

Baseten was named in 36 of 50 AI answers across 1 category. Best position: Inference hosting, 72% answer share, ranked #4, named first in 0%.

## What Baseten is

Baseten is an inference platform for teams deploying AI models in production. It is built for teams running high-scale workloads and deploying custom or proprietary models.

It serves open-source, custom and fine-tuned models on inference infrastructure across multiple nodes, clouds and regions. Teams can use pre-optimised model APIs to test, prototype and evaluate models. They can also train models with the Loops SDK, then deploy them to production inference on the same stack.

(From Baseten's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #4 of 18 | 72% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "When Baseten is better Choose Baseten if inference performance and production operations matter more than absolute simplicity."
> — GPT-5.6 Luna, Inference hosting

> "Choose Baseten if you need custom deployment and fine-tuning workflows."
> — Perplexity, Inference hosting

> "Custom inference code or multi-model pipeline Choose Baseten or Modal."
> — GPT-5.6 Sol, Inference hosting

> "One thing I couldn't verify in this round: current pricing for Together, Fireworks, and Baseten, or independent latency benchmarks."
> — Claude Opus 5, Inference hosting


---

# Beacons: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/beacons
Website: https://beacons.ai

Beacons was named in 51 of 100 AI answers across 2 categories. Best position: Link-in-bio tools, 100% answer share, ranked #2, named first in 26%.

## What Beacons is

Beacons is a platform for creators and creative entrepreneurs to run a creator business through a link-in-bio page. It brings together selling, marketing and partnership tools for people who want to manage audience activity and commercial work from one place.

Creators can create and customise a link-in-bio page, then use it to sell merchandise, digital products and courses. Beacons also provides media kits and tools for managing brand deals, alongside newsletters, automated direct messages and subscriber marketing tools. Its Beam AI teammate supports content strategy, growth analysis, brand outreach, rate negotiation and deal tracking.

Pricing: It has a free $0/month plan, with Creator at $10/month, Creator Plus at $30/month, and Creator Max at $90/month; annual billing prices are also stated.
(From Beacons's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #2 of 13 | 100% | 26% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #15 of 16 | 2% | 0% | Gemini 3.5 Flash |

## What the models said

> "If you're selling digital products, coaching, or affiliate offers, go with Beacons since they double as storefronts."
> — Claude Fable 5, Link-in-bio tools

> "If you want a free, versatile hub that grows with you and includes brand-pitching tools, go with Beacons."
> — Gemini, Link-in-bio tools

> "If you must stay free or ultra‑low‑cost, start with Linktree, Beacons, Lnk.Bio, Milkshake, or Carrd."
> — Sonar Reasoning Pro, Link-in-bio tools

> "For most Instagram creators, Beacons or Stan are the best overall choices, while Linktree is the easiest if you want a simple, familiar setup."
> — Perplexity, Link-in-bio tools


---

# Beatoven: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/beatoven
Website: https://www.beatoven.ai

Beatoven was named in 25 of 50 AI answers across 1 category. Best position: AI music generation, 50% answer share, ranked #4, named first in 6%.

## What Beatoven is

Beatoven.ai is an AI music generator for creators who need original background music. It is intended for video content, podcasts, games, short films, AI art, social media, audiobooks, advertisements and livestreams. Users can pay per track or take out a subscription for additional download minutes.

Users describe the background music that suits their content, then Beatoven.ai’s maestro AI model creates a soundtrack from that description. It can also generate sound effects from a prompt. Finished music can be downloaded in MP3 or WAV format.

Pricing: Users can pay per track or subscribe for additional download minutes.
(From Beatoven's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #4 of 15 | 50% | 6% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Beatoven.ai if you want your background music to match specific emotional changes in your video."
> — Gemini 3.5 Flash, AI music generation

> "For royalty-free background music, the strongest all-around picks are Soundraw and Beatoven.ai; if you want more music, Mubert is also a top choice."
> — Perplexity, AI music generation

> "You should start with Suno for full songs with vocals, and add Soundraw or Beatoven.ai for royalty‑free background scores, using ElevenMusic when brand‑safe commercial licensing is critical."
> — Sonar Reasoning Pro, AI music generation


---

# Beehiiv: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/beehiiv
Website: https://www.beehiiv.com

Beehiiv was named in 49 of 50 AI answers across 1 category. Best position: Newsletter platforms, 98% answer share, ranked #2, named first in 30%.

## What Beehiiv is

Beehiiv is an all-in-one platform for publishers, creators, brands, independent journalists, newsrooms, writers, founders, influencers and small businesses. It supports the publication of newsletters, podcasts, community content and websites.

Users can design and style newsletters with its newsletter builder, then create a website through its no-code website builder. The platform includes campaign analytics, email automations, surveys, polls, webhooks and integrations. Its ad network connects content with global brands, while paid subscriptions and digital products provide ways to monetise content.

Pricing: It has a free Launch plan starting at $0, with Scale starting at $43 and Max starting at $96.
(From Beehiiv's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #2 of 10 | 98% | 30% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you only want one recommendation Most newsletter-first, paid-subscription businesses will be best served by Beehiiv."
> — Sonar Reasoning Pro, Newsletter platforms

> "Choose Beehiiv if you already know growth and monetization will matter and you want more serious business features."
> — Perplexity, Newsletter platforms

> "My recommendation: beehiiv For most writers starting or growing a serious newsletter in 2026, I’d choose beehiiv."
> — GPT-5.6 Luna, Newsletter platforms

> "If you're more entrepreneurial and want stronger growth/monetization mechanics from day one, Beehiiv is the strongest alternative."
> — Claude, Newsletter platforms


---

# Bento: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bento

Bento was named in 8 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 16% answer share, ranked #8, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #8 of 13 | 16% | 0% | ChatGPT, Claude Opus 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Bento if you want a beautiful, visual grid-based portfolio."
> — Gemini 3.5 Flash, Link-in-bio tools

> "Modern, visual "bento box" tile grid layout instead of vertical stacked buttons."
> — Gemini, Link-in-bio tools

> "Bento-box grid layout, embeds live content rather than just listing links."
> — Claude Opus 5, Link-in-bio tools


---

# Better Auth: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/better-auth
Website: https://better-auth.com

Better Auth was named in 13 of 50 AI answers across 1 category. Best position: Authentication for developers, 26% answer share, ranked #11, named first in 2%.

## What Better Auth is

Better Auth is an authentication and authorisation framework for developers building TypeScript applications. The framework is free and open source, while its managed infrastructure is available on a free Starter plan, a $20-per-month Pro plan and custom Enterprise pricing.

It provides email and password authentication, user-account management and session handling, alongside social sign-on providers. Built-in features and plugins add two-factor authentication, passkeys, multi-tenancy and single sign-on. For self-hosted Better Auth, managed infrastructure provides a dashboard, audit logs and security features.

Pricing: The framework is free and open source; managed infrastructure has a free Starter plan, a $20/month Pro plan, and custom Enterprise pricing.
(From Better Auth's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #11 of 17 | 26% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want full ownership, no vendor lock-in, and don't mind writing more code: go with Auth.js or Better-Auth."
> — Claude, Authentication for developers

> "Better Auth: best when you want full control, your own database/infra, and a more startup-friendly self-hosted model for a new greenfield app."
> — Perplexity, Authentication for developers

> "Reportedly the Auth.js maintainers themselves now recommend Better Auth for new projects."
> — Claude Opus 5, Authentication for developers

> "Still very flexible, but recent evaluations suggest it’s best when migrating existing codebases, while new projects should consider Better Auth instead."
> — Sonar Reasoning Pro, Authentication for developers


---

# Bettermode: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bettermode
Website: https://bettermode.com

Bettermode was named in 6 of 50 AI answers across 1 category. Best position: Paid community platforms, 12% answer share, ranked #11, named first in 2%.

## What Bettermode is

Bettermode is a platform for teams building and running customer communities. It provides a branded space where customers can take part in discussions, attend events, use a knowledge base and share feedback.

Teams configure layouts and features without code or engineering support. Members can access the community through email login, social login or single sign-on. Bettermode also connects with other tools through integrations, allowing data to flow between systems.

(From Bettermode's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #11 of 13 | 12% | 2% | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Bettermode, for example, states plainly that it built its product for B2B SaaS customer communities, "so that's the lens here." Read them for pricing facts, not verdicts."
> — Claude Opus 5, Paid community platforms


---

# Bing: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bing
Website: https://www.microsoft.com

Bing was named in 30 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 60% answer share, ranked #6, named first in 14%.

## What Bing is

Bing is an add-on API feature for users of selected Microsoft products, including Azure AI Foundry and Azure AI Search. It provides AI models with real-time web data and supports agents answering user queries with current information.

It can be used as a resource or tool in Azure AI Foundry, or as a Web Knowledge Source in Azure AI Search and Foundry Knowledge. Agents search the web for information needed to answer a query, and outputs include citations to consulted publishers. The custom-search plan lets users choose a subset of public web pages for real-time results.

Pricing: Grounding with Bing Search and Grounding with Bing Custom Search cost $14 per 1,000 transactions.
(From Bing's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #6 of 17 | 60% | 14% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "With Microsoft's decision to retire Bing Search APIs in August 2025, developers are evaluating web search API alternatives and discovering new platforms built specifically for AI workflows."
> — Claude, Web search and scraping APIs for AI

> "Traditional search APIs are retiring (for example, Microsoft retired the Bing Search API in August 2025, and Google’s Custom Search JSON API is undergoing a hard shutdown by January 1, 2027)."
> — Gemini 3.5 Flash, Web search and scraping APIs for AI


---

# Blink: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/blink

Blink was named in 2 of 50 AI answers across 1 category. Best position: AI app builders, 4% answer share, ranked #14, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #14 of 15 | 4% | 2% | Perplexity, Sonar Reasoning Pro |

## What the models said

> "If your main goal is: “Type a detailed prompt, get a working, deployed SaaS I can put a price tag on today,” Blink is the strongest fit."
> — Sonar Reasoning Pro, AI app builders


---

# Bluehost: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bluehost

Bluehost was named in 9 of 50 AI answers across 1 category. Best position: App hosting for startups, 18% answer share, ranked #15, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #15 of 18 | 18% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For example, one tested roundup puts Bluehost first, while another major review outlet names Hostinger best overall."
> — Perplexity, App hosting for startups


---

# Bolt: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bolt
Website: https://bolt.new

Bolt was named in 58 of 100 AI answers across 2 categories. Best position: AI app builders, 96% answer share, ranked #2, named first in 8%.

## What Bolt is

Bolt is a product for product managers, entrepreneurs, marketers, agencies, students and builders who want to create apps, websites and prototypes by chatting with AI. Users can start building for free.

Bolt routes each task to a model based on quality and cost. It tests, refactors and iterates on projects automatically. Bolt Cloud provides hosting, databases, integrations, user management, authentication, SEO, analytics and custom domains. Projects can also be imported from Figma and GitHub.

Pricing: Users can start building for free.
(From Bolt's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #2 of 15 | 96% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #11 of 16 | 20% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Bolt.new if the priority is a very fast, visually appealing demo or prototype that you can tweak through prompts."
> — ChatGPT, AI app builders

> "Choose Bolt.new or Lovable if you want a gorgeous SaaS application and you don't mind using Supabase as your database."
> — Gemini 3.5 Flash, AI app builders

> "My recommendation: start with Lovable for a real product with a backend, or Bolt.new if you just want something deployed in an afternoon."
> — Claude Opus 5, AI app builders

> "Go with Bolt.new if you want fast JS-based visual prototyping in your browser."
> — Gemini, AI app builders


---

# Boomy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/boomy
Website: https://boomy.com

Boomy was named in 1 of 50 AI answers across 1 category. Best position: AI music generation, 2% answer share, ranked #15, named first in 0%.

## What Boomy is

Boomy is an AI music creation product for people who have never made music before. It helps users create original songs and provides a way to share them. Users can also monetise their songs with full commercial rights.

Users create songs through Boomy’s AI-based music-making process. The product focuses on generating original music, then supporting sharing and monetisation of the finished songs.

(From Boomy's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #15 of 15 | 2% | 0% | Claude |


---

# Botpress: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/botpress
Website: https://botpress.com

Botpress was named in 16 of 50 AI answers across 1 category. Best position: AI agent builders, 32% answer share, ranked #8, named first in 2%.

## What Botpress is

Botpress is an AI-native customer service platform for customer support teams, including senior support representatives. It has no per-seat cost, and AI usage is included.

Its agents can process refunds, update accounts and run multi-step workflows. When a case needs a person, Botpress can hand over the ticket with the conversation history, account details and troubleshooting steps. It can turn a resolution into knowledge so similar future tickets are handled automatically. Botpress works with an existing helpdesk or as a standalone helpdesk.

Pricing: There is no per-seat cost, and AI usage is included.
(From Botpress's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #8 of 20 | 32% | 2% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Voiceflow or Botpress if your main product is a customer-facing conversational agent."
> — GPT-5.6 Luna, AI agent builders

> "Dedicated agent builders Botpress, Voiceflow, Relevance AI, Gumloop, Stack AI, and MindStudio appear repeatedly across the independent lists."
> — Claude Opus 5, AI agent builders


---

# Braintree: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/braintree
Website: https://developer.paypal.com

Braintree was named in 3 of 50 AI answers across 1 category. Best position: Subscription billing, 6% answer share, ranked #14, named first in 0%.

## What Braintree is

Braintree provides recurring billing for merchants that charge customers monthly for a service or product. It is designed for businesses billing customers on a recurring basis.

Merchants create plans with a billing-cycle length, billing date, default cost and expiration cycles. They store customers and payment methods in the Vault, then link a customer’s preferred payment method to a plan to create a subscription. Subscriptions can be managed through the Control Panel or API, including retries, refunds and cancellations.

(From Braintree's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #14 of 15 | 6% | 0% | Gemini, Gemini 3.5 Flash |


---

# Braintrust: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/braintrust
Website: https://www.braintrust.dev

Braintrust was named in 46 of 50 AI answers across 1 category. Best position: LLM observability and evals, 92% answer share, ranked #4, named first in 14%.

## What Braintrust is

Braintrust is a platform for observing and evaluating AI agents. It is built for AI teams across engineering and product. It is free to start and does not require a credit card.

It traces LLM calls, including prompts, responses, tool calls, retrieved context and final outputs. Teams can score production traffic against quality criteria, receive alerts when performance drifts, build datasets, define scorers, run experiments and gate deployments. Its gateway captures requests across multiple AI providers with automatic caching and observability.

Pricing: It is free to start and does not require a credit card.
(From Braintrust's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #4 of 13 | 92% | 14% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose LangSmith if you're deep in LangChain, or Braintrust if rigorous evals in CI/CD matter more than tracing."
> — Claude Fable 5, LLM observability and evals

> "Choose Braintrust if your top priority is evaluation-driven development and CI-style regression testing, rather than broad production observability."
> — GPT-5.6 Luna, LLM observability and evals

> "Choose Braintrust or Confident AI if evaluation quality gates are the main priority."
> — Perplexity, LLM observability and evals

> "Short answer For most AI engineering teams, I’d start with Braintrust."
> — GPT-5.6 Sol, LLM observability and evals


---

# Brave Search: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/brave-search
Website: https://scrapegraphai.com

Brave Search was named in 42 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 84% answer share, ranked #4, named first in 8%.

## What Brave Search is

Brave Search is a search API built on Brave’s own crawler and index. It is for chatbots that need source citations and retrieval-augmented generation pipelines that need fresh pages.

It provides web, news, image, video and place search, alongside autosuggest, spellcheck, a summariser, an LLM Context endpoint and Answers. Requests authenticate through an X-Subscription-Token header.

Pricing: Search costs $5 per 1,000 requests; Answers costs $4 per 1,000 requests plus token charges; Enterprise pricing is custom.
(From Brave Search's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #4 of 17 | 84% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Brave Search plus Firecrawl when you want control Use Brave to find pages, then selectively pass the best URLs to Firecrawl."
> — GPT-5.6 Sol, Web search and scraping APIs for AI

> "Choose Brave if you want a conservative, general-purpose search layer with broad web access."
> — Perplexity, Web search and scraping APIs for AI

> "Bottom line: start with Tavily if speed of development matters most; choose Brave Search + Firecrawl if you’re building a serious, controllable production agent."
> — GPT-5.6 Luna, Web search and scraping APIs for AI

> "If cost/scale at high volume matters more than convenience, Serper + your own scraper or Brave Search API are cheaper long-term."
> — Claude, Web search and scraping APIs for AI


---

# Brevo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/brevo
Website: https://www.brevo.com

Brevo was named in 17 of 100 AI answers across 2 categories. Best position: Transactional email, 26% answer share, ranked #7, named first in 0%.

## What Brevo is

Brevo is a customer platform for businesses that manage marketing and sales. It is built for entrepreneurs, small businesses and enterprises.

The platform sends email, SMS, WhatsApp and other campaigns. It combines CRM, marketing, sales and loyalty capabilities, with automation workflows that trigger messages from customer behaviour. Businesses can segment audiences and review campaign analytics. It offers free and monthly plans, plus pay-as-you-go credits; SMS pricing varies by message destination.

Pricing: It offers free plans, monthly plans, and pay-as-you-go credits; SMS pricing varies by message destination.
(From Brevo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #7 of 12 | 26% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #9 of 10 | 8% | 0% | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Choose Brevo if transactional email and marketing automation should live together."
> — GPT-5.6 Luna, Transactional email

> "If you don't want two vendors and two sets of API keys, consider Brevo or Mailgun instead."
> — Claude Opus 5, Transactional email

> "Brevo, Mailjet, Sparkpost Also viable, often chosen for pricing or EU data residency."
> — Claude, Transactional email


---

# Bright Data: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bright-data
Website: https://brightdata.com

Bright Data was named in 38 of 100 AI answers across 2 categories. Best position: Browser automation for agents, 42% answer share, ranked #8, named first in 4%.

## What Bright Data is

Bright Data provides infrastructure for accessing, extracting and interacting with public website data. It is built for customers using web data in AI, market research, SERP tracking, financial services, security, eCommerce, marketing, travel and other use cases.

Its core products include scraper APIs and pre-built or custom scraping endpoints. APIs can search, crawl and navigate websites while avoiding anti-bot measures and CAPTCHAs. Bright Data also supplies real-time, pre-collected and historical datasets, alongside residential, datacentre and ISP proxy infrastructure.

Pricing: It offers a free start with no credit card required.
(From Bright Data's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #8 of 15 | 42% | 4% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #9 of 17 | 34% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Scrapfly's "best" list concludes Scrapfly is the safe default; Firecrawl's names Firecrawl best overall; Bright Data's picks Bright Data; BrowserAct's picks BrowserAct."
> — Claude Opus 5, Browser automation for agents

> "Building a serious data-collection pipeline: use Bright Data or Apify, often with Browserbase for the hard interactive cases."
> — ChatGPT, Web search and scraping APIs for AI

> "Similar category: commercial agent browsers like Bright Data’s Agent Browser for enterprise data collection."
> — Sonar Reasoning Pro, Browser automation for agents

> "For enterprise scale, Bright Data's Agent Browser stands out as purpose-built for scale, supporting 1M+ concurrent sessions without performance degradation."
> — Claude, Browser automation for agents


---

# Browser Use: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/browser-use
Website: https://browser-use.com

Browser Use was named in 40 of 50 AI answers across 1 category. Best position: Browser automation for agents, 80% answer share, ranked #4, named first in 30%.

## What Browser Use is

Browser Use provides web agents and browser infrastructure for running agents that use the browser.

Pricing: It offers a free plan, paid monthly plans from $29 to $999, and usage-based charges.
(From Browser Use's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #4 of 15 | 80% | 30% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Browser Use / Firecrawl / Scrapeless if your goal is more browsing, scraping, or AI-driven workflows than traditional testing."
> — Perplexity, Browser automation for agents

> "Choose Browser Use if open source and rapid agent prototyping matter more than enterprise controls."
> — ChatGPT, Browser automation for agents

> "For agents that must real websites, the strongest defaults are BrowserAct and Browser Use, with Skyvern, Stagehand, and Firecrawl as leading options for specific scenarios."
> — Sonar Reasoning Pro, Browser automation for agents

> "Choose Browser Use or Skyvern if you are building an AI-first product or need to automate a highly manual, human-like workflow on third-party websites that constantly change their UI."
> — Gemini 3.5 Flash, Browser automation for agents


---

# BrowserAct: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/browseract

BrowserAct was named in 8 of 50 AI answers across 1 category. Best position: Browser automation for agents, 16% answer share, ranked #12, named first in 4%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #12 of 15 | 16% | 4% | Claude Opus 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Scrapfly's "best" list concludes Scrapfly is the safe default; Firecrawl's names Firecrawl best overall; Bright Data's picks Bright Data; BrowserAct's picks BrowserAct."
> — Claude Opus 5, Browser automation for agents

> "For agents that must real websites, the strongest defaults are BrowserAct and Browser Use, with Skyvern, Stagehand, and Firecrawl as leading options for specific scenarios."
> — Sonar Reasoning Pro, Browser automation for agents

> "If you want one default recommendation, choose Browser Use for an agentic, developer-friendly open-source option, or BrowserAct if your main need is reliable real-website execution in production."
> — Perplexity, Browser automation for agents


---

# Browserbase: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/browserbase
Website: https://www.browserbase.com

Browserbase was named in 46 of 100 AI answers across 2 categories. Best position: Browser automation for agents, 82% answer share, ranked #3, named first in 2%.

## What Browserbase is

Browserbase provides APIs and browser sessions for companies and developers building AI agents that operate on websites. It is designed for agents that need to find, read and interact with web content.

Its Search API finds relevant websites from a query, while its Fetch API converts URLs into HTML, JSON or Markdown. Browserbase also provides Browser-as-a-Service, giving agents access to a real browser for interactive websites. It handles authentication, website flows and dynamic content.

(From Browserbase's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #3 of 15 | 82% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #15 of 17 | 10% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini |

## What the models said

> "Browserbase: best when you need managed browser infrastructure at scale rather than the agent logic itself."
> — Perplexity, Browser automation for agents

> "Choose Steel or Browserbase if you already have your automation script written, but need a cloud-hosted environment that scales seamlessly and bypasses anti-bot walls."
> — Gemini 3.5 Flash, Browser automation for agents

> "Bottom line For most new AI-agent projects: start with local Playwright, add Stagehand for adaptive interaction, and deploy on Browserbase when you need hosted execution."
> — GPT-5.6 Luna, Browser automation for agents

> "Use Browserbase if you need managed cloud browsers, persistent sessions, proxies, recordings, and production scaling."
> — GPT-5.6 Sol, Browser automation for agents


---

# Bubble: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/bubble
Website: https://bubble.io

Bubble was named in 16 of 50 AI answers across 1 category. Best position: AI app builders, 32% answer share, ranked #7, named first in 0%.

## What Bubble is

Bubble is an AI app platform for people who want to build web and mobile apps without code. It is designed for anyone creating, customising, launching or monetising an app through a visual interface.

Users combine AI generation with visual editing to build an app. Bubble includes a database, connections to services such as Stripe and Google Maps, and tools for automating actions without code.

(From Bubble's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #7 of 15 | 32% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Bubble if you need a more complex no-code app and want deeper customization."
> — Perplexity, AI app builders

> "Pick v0 if you're a developer who'll take over the code, and Retool or Bubble if it's an internal tool or logic-heavy business app."
> — Claude Opus 5, AI app builders

> "When to consider Bolt.new, Vercel v0, Bubble, Cursor, or Replit Depending on how much you care about design, code ownership, and complexity, these are the main alternatives."
> — Sonar Reasoning Pro, AI app builders


---

# Buttondown: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/buttondown
Website: https://buttondown.com

Buttondown was named in 17 of 50 AI answers across 1 category. Best position: Newsletter platforms, 34% answer share, ranked #6, named first in 0%.

## What Buttondown is

Buttondown is software for creating and sending email newsletters. It is built for creators and businesses that run newsletters, including those offering paid subscriptions. Pricing is based on total subscriber count rather than the number of newsletters, with no additional overhead for paid subscribers.

Users can offer monthly, annual, multiple-tier and pay-what-you-like subscriptions. Buttondown supports subscriber sequences, tagged-subscriber flows and email timing automations. It can turn a blog’s RSS feed into a mailing list, publish newsletters as RSS, and send newsletters from the user’s own email account. A REST API, command-line interface and integrations allow newsletters to be managed programmatically or alongside other apps.

Pricing: Users are charged based on their total subscriber count rather than the number of newsletters, and Buttondown does not charge additional overhead for paid subscribers.
(From Buttondown's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #6 of 10 | 34% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |


---

# Campsite: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/campsite
Website: https://campsite.bio

Campsite was named in 6 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 12% answer share, ranked #11, named first in 0%.

## What Campsite is

Campsite.bio is a link-in-bio tool for creators, agencies, brands, solo entrepreneurs, small businesses and organisations. It lets them create a mobile landing page that gathers links in one profile. It has a free plan and paid plans for individual and organisational use.

Users can add and arrange links, titles, dividers, social accounts and groups on a profile. They can customise the profile to match their branding. Paid plans include analytics for views, clicks, referral sources and geography. Organisations can manage members’ access to profiles under one invoice.

Pricing: It has a free plan, with Pro at $7 USD per month, Pro+ at $24 USD per month, Org Pro at $14 USD per month, and Org Pro+ at $29 USD per month.
(From Campsite's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #11 of 13 | 12% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Fable 5 |

## What the models said

> "Campsite.bio: best balance of simplicity and branding Campsite.bio is useful when you want a cleaner, more branded page and custom-domain support without paying for a full creator-commerce platform."
> — GPT-5.6 Luna, Link-in-bio tools


---

# Canva: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/canva
Website: https://www.canva.com

Canva was named in 18 of 50 AI answers across 1 category. Best position: AI image generation, 36% answer share, ranked #7, named first in 0%.

## What Canva is

Canva is a visual design product for people creating projects, presentations, social media content and digital design materials. It can be used to make social posts, videos, presentations and other designs. Free design creation is available, while Canva Pro includes unlimited Background Remover use and additional tools.

It provides AI-powered tools within its design editor. Magic Eraser removes distractions from photos after a user brushes over the selected area. Background Remover removes the background from an uploaded image through the editor toolbar. Users can download completed designs as PNG files or share them online.

Pricing: Canva offers free design creation, while Canva Pro provides unlimited Background Remover usage and additional tools.
(From Canva's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #7 of 15 | 36% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "The caveat matters though: it generates images, not layouts, so you'll pair it with Figma or Canva for composition."
> — Claude Opus 5, AI image generation


---

# CapCut: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/capcut
Website: https://www.capcut.com

CapCut was named in 27 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 54% answer share, ranked #4, named first in 6%.

## What CapCut is

CapCut is an AI-powered photo and video editor for people creating content for YouTube, Instagram and other platforms. It can also be tried online for free without a credit card.

It creates designs and layouts for social posts, covers and marketing materials. Its AI video editor can build videos from scratch, including their style and avatar. Users can turn text or reference images into visuals, then cut and trim footage, add transitions and subtitles, create speech with AI voices, and export HD videos.

Pricing: It can be tried online for free with no credit card required.
(From CapCut's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #4 of 14 | 54% | 6% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "CapCut's own site says CapCut is the best, Choppity's own site says Choppity is the best, and Reap's own blog says Reap is one of the best So treat the rankings as marketing, not evidence."
> — Claude Opus 5, Short-form clipping tools

> "One podcast-focused reviewer noted: "If you're a podcaster or content team regularly turning long recordings into short clips, CapCut is hard to beat..."
> — Claude, Short-form clipping tools

> "For a free or beginner-friendly option, CapCut is the most consistently recommended."
> — Perplexity, Short-form clipping tools

> "If you want to use a free tool to generate auto-captions and then hand-cut your clips with transition effects, stickers, and sound effects, CapCut is the undefeated industry standard."
> — Gemini 3.5 Flash, Short-form clipping tools


---

# Captions: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/captions
Website: https://captions.ai

Captions was named in 19 of 100 AI answers across 2 categories. Best position: AI avatar video, 20% answer share, ranked #8, named first in 0%.

## What Captions is

Captions is an AI video editor for content creators. It produces fully edited videos from raw footage. The product is free to sign up for and download, while paid subscriptions provide access to all capabilities and best features.

Captions turns footage into finished videos through preset styles, chat-based edits and quality fixes. It can automatically add B-roll, transitions, music and other elements. It also transcribes video and creates synced, stylised captions. Users can generate avatars or a digital twin for use in videos.

Pricing: It is free to sign up and download, with paid subscriptions for all capabilities and best features.
(From Captions's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #8 of 15 | 20% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini 3.5 Flash |
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #9 of 14 | 18% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose VEED or Captions if you want to make social media shorts with automatic animated subtitles."
> — Gemini 3.5 Flash, AI avatar video

> "If your content is heavily talking-head focused and needs flashy captions and sound effects to hold Gen-Z attention on TikTok, go with Submagic."
> — Gemini 3.5 Flash, Short-form clipping tools

> "Choose Captions if you mainly make TikTok, Instagram, or YouTube Shorts-style videos."
> — GPT-5.6 Luna, AI avatar video

> "You can generate an avatar presenter, automatically apply viral-style captions, add B-roll, and export from one canvas."
> — Gemini, AI avatar video


---

# Carrd: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/carrd
Website: https://ecommerce-platforms.com

Carrd was named in 27 of 100 AI answers across 2 categories. Best position: Link-in-bio tools, 42% answer share, ranked #5, named first in 0%.

## What Carrd is

Carrd is a lightweight website builder for creating landing pages. It is presented for eCommerce brands, product pages, new sellers, creators, marketers and small teams. It offers a free plan and paid annual plans from $9 a year to $49 a year.

Users can add product images, videos, FAQs, testimonials and custom forms, then customise fonts and spacing. Carrd supports Stripe checkout embeds and PayPal checkout buttons. Users can move elements, build multi-section pages, and animate buttons or backgrounds. It also provides SEO settings for meta tags and Open Graph tags.

Pricing: It offers a free plan and paid annual plans from $9/year to $49/year.
(From Carrd's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #5 of 13 | 42% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #14 of 16 | 12% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "If you must stay free or ultra‑low‑cost, start with Linktree, Beacons, Lnk.Bio, Milkshake, or Carrd."
> — Sonar Reasoning Pro, Link-in-bio tools

> "Choose Carrd if you care most about design control and are okay building more manually."
> — Perplexity, Link-in-bio tools

> "Building a serious brand: use Carrd on your own domain, such as yourname.com/links."
> — GPT-5.6 Luna, Link-in-bio tools


---

# Cartesia: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cartesia
Website: https://www.cartesia.ai

Cartesia was named in 8 of 50 AI answers across 1 category. Best position: AI voice generation, 16% answer share, ranked #12, named first in 0%.

## What Cartesia is

Cartesia provides speech-to-text, text-to-speech, voice-cloning and voice-agent products for teams building voice agents and voice experiences. Its users include financial-services teams.

Its text-to-speech API turns text into audio in real time, while its speech-to-text model provides streaming transcription. A voice-cloning tool creates a clone from a three-second audio clip. Its managed-agents platform builds and deploys enterprise voice agents. Models and agents can run in cloud, on-premise or on-device environments.

(From Cartesia's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #12 of 17 | 16% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Cartesia if you are a developer building high-speed conversational agents or phone bots where speed is the number one priority."
> — Gemini 3.5 Flash, AI voice generation

> "Cartesia, PlayHT, Inworld Cartesia’s Sonic models are noted for extremely low latency designed for real‑time agents."
> — Sonar Reasoning Pro, AI voice generation

> "The consensus across them is that ElevenLabs leads on quality, Cartesia on speed, and Azure/Google on scale."
> — Claude Opus 5, AI voice generation

> "Pick Cartesia when minimizing response delay and streaming speech are the central requirements."
> — GPT-5.6 Sol, AI voice generation


---

# Cerebras: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cerebras
Website: https://www.cerebras.ai

Cerebras was named in 2 of 50 AI answers across 1 category. Best position: Inference hosting, 4% answer share, ranked #16, named first in 0%.

## What Cerebras is

Cerebras provides an inference API for developers and enterprise teams running production workloads. It offers a free trial with $5 in credits, self-serve developer payment from $10, and enterprise pricing through sales.

The API gives access to Cerebras-powered models. Paid developer access includes higher rate limits and priority processing. Its enterprise offering supports custom model weights, model fine-tuning and training services.

Pricing: It offers a free trial with $5 in credits, developer self-serve payment starting at $10, and enterprise pricing via sales.
Based: Sunnyvale, CA, United States
(From Cerebras's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #16 of 18 | 4% | 0% | Claude Opus 5, Claude Fable 5 |


---

# Chargebee: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/chargebee
Website: https://www.chargebee.com

Chargebee was named in 38 of 50 AI answers across 1 category. Best position: Subscription billing, 76% answer share, ranked #2, named first in 4%.

## What Chargebee is

Chargebee is software for SaaS, software and AI-product businesses that manages billing, payments, quoting, revenue recognition and growth operations.

It meters usage, creates invoices and manages collections from one financial record. It produces multi-product and multi-year quotes that become billing records when a deal closes. Chargebee accepts payment methods through payment gateways and routes payments. It automates revenue recognition under ASC 606 and IFRS 15, and uses billing data for offers, pricing experiments and lifecycle plays.

(From Chargebee's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #2 of 15 | 76% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Chargebee if you expect to experiment with pricing, bundles, add-ons, or multi-stage subscription lifecycle workflows."
> — Perplexity, Subscription billing

> "Lago markets itself as a modern OSS alternative to Stripe or Chargebee, with strong APIs, dashboards, and a growing community."
> — Claude Fable 5, Subscription billing

> "Choose Chargebee if finance, sales operations, and customer success need self-service billing administration."
> — GPT-5.6 Luna, Subscription billing

> "For a typical SaaS startup, Stripe Billing is usually the best all‑around choice, with Paddle and Chargebee as the most common alternatives depending on your complexity and global tax needs."
> — Sonar Reasoning Pro, Subscription billing


---

# Choppity: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/choppity

Choppity was named in 19 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 38% answer share, ranked #6, named first in 10%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #6 of 14 | 38% | 10% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Choppity if you want the most accurate, set-it-and-forget-it AI hook detector with perfect face tracking."
> — Gemini 3.5 Flash, Short-form clipping tools

> "If the clips consistently miss your best moments, that's the signal to move to Descript or Choppity."
> — Claude Opus 5, Short-form clipping tools

> "If you want the most automated “upload long video → get ready-to-post shorts” experience, Choppity is the clearest top pick in these sources."
> — Perplexity, Short-form clipping tools


---

# Chroma: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/chroma
Website: https://www.trychroma.com

Chroma was named in 24 of 50 AI answers across 1 category. Best position: Vector databases, 48% answer share, ranked #6, named first in 4%.

## What Chroma is

Chroma is open-source search infrastructure for developers and organisations building AI search systems. It provides vector, full-text, regex and metadata search. It can run on Chroma Cloud or be deployed on an organisation’s own infrastructure.

Chroma supports sparse vector search, semantic similarity search, lexical search and filtering. It uses object storage with automatic query-aware data tiering and caching to manage search data and queries.

Pricing: Chroma Cloud has usage-based pricing with a $0/month Starter plan, a $250/month Team plan plus usage, and custom Enterprise pricing.
(From Chroma's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #6 of 16 | 48% | 4% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Chroma if you are still iterating locally and want the fastest developer setup."
> — Perplexity, Vector databases

> "The best vector databases for RAG are Chroma and pgvector for small-scale projects, Qdrant and Milvus for self-hosted production, and Pinecone for fully managed deployments."
> — Claude, Vector databases

> "The main contenders right now are pgvector, Pinecone, Qdrant, Weaviate, Milvus, Chroma, and LanceDB, plus platforms like Redis, Elasticsearch, and Vespa."
> — Claude Fable 5, Vector databases


---

# Circle: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/circle
Website: https://circle.so

Circle was named in 87 of 150 AI answers across 3 categories. Best position: Paid community platforms, 100% answer share, ranked #1, named first in 60%.

## What Circle is

Circle is a platform for building and running a digital business. It is built for digital businesses and the communities they serve, providing tools for operating a branded online presence.

The platform combines a branded website with discussion spaces, courses, events, payments and email marketing. Users can customise community spaces, prompt discussions, host live events and launch courses. Circle also supports AI-powered agents and automated workflows, alongside branded apps for iOS and Android. A free trial is available.

Pricing: A free trial is offered.
(From Circle's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #1 of 13 | 100% | 60% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #6 of 15 | 48% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #8 of 16 | 26% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Circle if you are charging a premium price, want your own custom domain/branding, and need advanced course layouts."
> — Gemini 3.5 Flash, Paid community platforms

> "Circle: choose it when the is the product: professional networks, cohorts, masterminds, paid groups, events, and discussion."
> — ChatGPT, Creator monetization platforms

> "If I had to recommend one platform without knowing anything else about the creator, it would be Circle Professional."
> — GPT-5.6 Sol, Paid community platforms

> "If you want a more polished, all-in-one community with courses, events, content, and branding, choose Circle."
> — GPT-5.6 Luna, Paid community platforms


---

# Circleback: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/circleback
Website: https://circleback.ai

Circleback was named in 1 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 2% answer share, ranked #19, named first in 0%.

## What Circleback is

Circleback provides AI meeting notes and action items for people and teams who need a record of meetings. It offers Free, Pro, Business and Enterprise plans priced per user per month.

It supports online and in-person meetings, producing speaker-labelled transcripts alongside notes and action items. Users can set automations that connect meeting outputs with Notion, HubSpot, Salesforce, Attio and webhooks. Circleback also provides access through an API, MCP and CLI.

Pricing: It offers Free, Pro, Business, and Enterprise plans priced per user per month.
(From Circleback's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #19 of 19 | 2% | 0% | Claude Opus 5 |


---

# Claude Code: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/claude-code
Website: https://claude.com

Claude Code was named in 74 of 150 AI answers across 3 categories. Best position: AI coding agents, 98% answer share, ranked #2, named first in 38%.

## What Claude Code is

Claude Code is a tool for working with Claude in a codebase. It is available through Pro and Max plans, with Pro priced at $17 per month annually or $20 monthly, Max 5x at $100 per month, and Max 20x at $200 per month.

It works from a terminal, IDE, Slack and the web. Claude Code uses agentic search to map and explain codebases. It integrates with GitHub, GitLab and command-line tools to read issues, write code, run tests and submit pull requests.

Pricing: Claude Code is included with Pro at $17 per month annually or $20 monthly, Max 5x at $100 per month, and Max 20x at $200 per month.
(From Claude Code's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #2 of 12 | 98% | 38% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI code review (https://www.memetik.ai/index/ai-code-review) | #8 of 13 | 36% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #10 of 15 | 14% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini |

## What the models said

> "Choose Cursor + Claude Code if you want the common “edit in Cursor, ship with Claude Code” setup used by many engineers."
> — Perplexity, AI coding agents

> "If you live in the terminal, start with a terminal/CLI agent like Claude Code, OpenAI Codex CLI, Aider, OpenCode, or Gemini CLI."
> — Sonar Reasoning Pro, AI coding agents

> "Greptile is the strongest pick for teams whose pull requests come from coding agents like Claude Code, Cursor, Codex, and Devin."
> — Claude, AI code review

> "Go with Claude Code if you work heavily in the terminal or are tackling complex refactoring and bug-hunting."
> — Gemini, AI coding agents


---

# Clay: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/clay
Website: https://www.clay.com

Clay was named in 44 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 88% answer share, ranked #2, named first in 14%.

## What Clay is

Clay is a platform for building revenue-growth systems. It is built for sales representatives who need prospecting data in their AI tools.

Clay centralises first- and third-party data sources and provides access to data from more than 200 providers in one place. It tracks job changes, promotions and other signals, then uses AI to research target companies and people. Users can also sync targeted advertising audiences to LinkedIn, Meta and Google.

(From Clay's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #2 of 20 | 88% | 14% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Clay if you already have a list or ICP and need better targeting, enrichment, and hyper-personalized messaging."
> — Perplexity, AI outbound and prospecting

> "Start with Apollo alone, write your own first-touch messaging, and only add Clay once you know your ICP and messaging convert."
> — Claude Fable 5, AI outbound and prospecting

> "Choose Clay instead if your advantage will come from highly targeted lists, buying signals, enrichment, and deeply personalized messaging."
> — GPT-5.6 Luna, AI outbound and prospecting

> "Choose Clay + Instantly if you want to win on quality."
> — Gemini 3.5 Flash, AI outbound and prospecting


---

# Clerk: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/clerk
Website: https://clerk.com

Clerk was named in 49 of 50 AI answers across 1 category. Best position: Authentication for developers, 98% answer share, ranked #1, named first in 58%.

## What Clerk is

Clerk provides authentication and user management for applications. It is built for developers creating applications that need sign-in, account and user-management features.

It provides prebuilt interface components for authentication and profile management, alongside support for multiple authentication strategies. Users can create organisations, switch accounts, manage settings and billing, and view memberships and invitations. Clerk also integrates with databases, platforms, frameworks and analytics tools, including the ability to send user authentication events to Google Analytics.

(From Clerk's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #1 of 17 | 98% | 58% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you're React/Next.js-first and want the fastest polished integration, Clerk has the best day-one DX."
> — Claude Opus 5, Authentication for developers

> "Choose Clerk if you are starting a new project, want beautiful ready-made UI components, and need B2B multi-tenancy right out of the gate."
> — Gemini 3.5 Flash, Authentication for developers

> "Startup authentication platforms compared For most startups, the strongest shortlist is Clerk, Supabase Auth, Auth0, and Firebase Authentication."
> — GPT-5.6 Luna, Authentication for developers

> "For most SaaS startups, Clerk and Kinde are the strongest default picks, while WorkOS is the best fit if enterprise SSO is your immediate priority."
> — Perplexity, Authentication for developers


---

# Cline: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cline
Website: https://cline.bot

Cline was named in 30 of 50 AI answers across 1 category. Best position: AI coding agents, 60% answer share, ranked #5, named first in 0%.

## What Cline is

Cline is an open-source coding agent runtime for developers working in IDEs, terminals, scripts, cron jobs, CI pipelines and embedded products. It can be used with a developer’s own model keys, endpoints or weights. The page also announces ClinePass, a plan for open-weights models.

Cline coordinates multi-file edits, with linter-aware fixes, diffs, checkpoints and undo. It runs bash commands in a terminal and responds to the output. Developers can use Plan mode for strategy and Act mode for execution. Through its SDK, Cline can register custom tools and lifecycle hooks, and connect to MCP servers.

Pricing: Users can bring their own key or their own weights; the page also announces ClinePass as a plan for open-weights models.
(From Cline's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #5 of 12 | 60% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Aider or Cline if you want total control over which LLMs you use without subscription lock-in."
> — Gemini, AI coding agents

> "Choose Cline if you want a free, open-source agent that runs directly inside standard VS Code where you pay only for the exact API tokens you use."
> — Gemini 3.5 Flash, AI coding agents

> "Open-source or cost-sensitive setup: use Cline or Aider if you want model flexibility and more control over spending."
> — Perplexity, AI coding agents

> "Aider is git-native pair programming, Continue.dev targets self-hosted enterprise deployments, Cline is the open-source agent inside VS Code."
> — Claude Opus 5, AI coding agents


---

# Close: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/close
Website: https://close.com

Close was named in 29 of 50 AI answers across 1 category. Best position: CRM for startups, 58% answer share, ranked #5, named first in 2%.

## What Close is

Close is a sales CRM for teams that sell. It brings calling, email, SMS, pipeline management, reporting and an AI sales agent into one platform.

Teams can call, email and text leads, automate sales actions, and manage their pipeline in Close. Its AI sales agent, Chloe, can call leads, qualify prospects and book meetings while updating CRM records. Close automatically records call transcripts, notes and next steps, then prepares follow-ups from those transcripts to send or queue for review.

(From Close's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #5 of 13 | 58% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Close CRM if your sales motion is heavy outbound/cold calling and you want to avoid paying for both a CRM and separate calling software."
> — Gemini 3.5 Flash, CRM for startups


---

# Cloudflare: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cloudflare
Website: https://www.cloudflare.com

Cloudflare was named in 34 of 50 AI answers across 1 category. Best position: App hosting for startups, 68% answer share, ranked #4, named first in 0%.

## What Cloudflare is

Cloudflare is a platform for teams running applications, agents and a workforce. It provides security and connectivity for websites and other internet-facing services. Its plans include free and paid monthly or annual options, pay-as-you-go per-user pricing, and custom contracts.

It runs security, connectivity and code in cities around the world. Cloudflare moves Workers closer to data to reduce end-to-end latency. Its core services include DDoS mitigation, a CDN, SSL, a web application firewall and bot protection. Compute is charged by CPU time rather than wall time.

Pricing: It offers free, paid monthly or annual plans, pay-as-you-go per-user pricing, and custom contract pricing.
(From Cloudflare's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #4 of 18 | 68% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Several 2026 benchmarks note Cloudflare as best for edge performance and economics compared to Vercel at high scale."
> — Sonar Reasoning Pro, App hosting for startups

> "Choose Cloudflare Workers if worldwide latency and edge execution are central requirements."
> — GPT-5.6 Sol, App hosting for startups

> "Ideal if you want to run your app "at the edge" using Cloudflare Workers for backend logic."
> — Gemini 3.5 Flash, App hosting for startups

> "If I had to guess without more info Next.js or a frontend framework → Vercel, or Cloudflare Pages if you're cost-sensitive."
> — Claude Opus 5, App hosting for startups


---

# Cloudflare D1: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cloudflare-d1
Website: https://developers.cloudflare.com

Cloudflare D1 was named in 4 of 50 AI answers across 1 category. Best position: Databases for startups, 8% answer share, ranked #14, named first in 0%.

## What Cloudflare D1 is

Cloudflare D1 is a serverless SQL database for developers building on Cloudflare’s platform. It is intended for applications that use Cloudflare Workers and need a database accessible within that environment. Workers Free accounts have daily limits for D1 row-read and row-write queries.

D1 provides serverless SQL and can be queried directly from Cloudflare Workers. Developers do not manage database connections. Usage on Workers Free accounts is governed by daily limits on row reads and row writes.

Pricing: Workers Free accounts have daily limits for D1 row reads and row writes.
(From Cloudflare D1's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #14 of 17 | 8% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude |

## What the models said

> "Cloudflare D1 or Turso: consider for SQLite-oriented edge applications, especially when globally distributed reads matter."
> — GPT-5.6 Sol, Databases for startups


---

# CockroachDB: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cockroachdb
Website: https://www.cockroachlabs.com

CockroachDB was named in 10 of 50 AI answers across 1 category. Best position: Databases for startups, 20% answer share, ranked #9, named first in 0%.

## What CockroachDB is

CockroachDB is a cloud-agnostic, PostgreSQL-compatible database for modern applications. It is built for organisations modernising their databases and application architectures.

It runs across on-premise, hybrid and cloud environments. Automated failover and strong consistency help it handle regional failures. It removes manual sharding and can scale to hundreds of nodes and petabytes. Teams can use declarative policies to keep data in specified locations.

(From CockroachDB's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #9 of 17 | 20% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5 |


---

# CodeAnt AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/codeant-ai

CodeAnt AI was named in 26 of 50 AI answers across 1 category. Best position: AI code review, 52% answer share, ranked #5, named first in 6%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #5 of 13 | 52% | 6% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you specifically want AI review + security scanning + developer metrics in a single product, choose CodeAnt AI instead."
> — Sonar Reasoning Pro, AI code review

> "Choose CodeAnt AI or Aikido if security/compliance is part of the requirement."
> — Perplexity, AI code review

> "If you're drowning in tool sprawl: consolidate with something like CodeAnt AI rather than bolting on yet another point solution."
> — Claude, AI code review

> "DeepSource or CodeAnt are worth looking at if you need SAST anyway, since combining static analysis with AI review avoids running two tools."
> — Claude Opus 5, AI code review


---

# Codegen: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/codegen

Codegen was named in 2 of 50 AI answers across 1 category. Best position: AI coding agents, 4% answer share, ranked #12, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #12 of 12 | 4% | 0% | Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Codegen if your priority is production governance and team workflow control."
> — Perplexity, AI coding agents


---

# CodeRabbit: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/coderabbit
Website: https://www.coderabbit.ai

CodeRabbit was named in 50 of 50 AI answers across 1 category. Best position: AI code review, 100% answer share, ranked #1, named first in 74%.

## What CodeRabbit is

CodeRabbit provides agentic code reviews for developers who create pull requests. It offers Essentials, Team and Advanced plans, priced at $24, $48 and $72 per developer per month when billed annually. Enterprise has custom annual pricing.

It reviews pull requests and command-line work using agentic AI. The product includes one-click fixes, learnings, coding-agent loops and agentic chat. It supports linters, SAST tools, Jira and Linear integrations. Advanced plans continuously monitor repositories for security and review each pull request for security.

Pricing: Essentials, Team, and Advanced cost $24, $48, and $72 per developer per month respectively when billed annually; Enterprise has custom annual pricing.
(From CodeRabbit's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #1 of 13 | 100% | 74% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For the best all-around value, CodeRabbit works across all four major Git platforms with the lowest false positive rate."
> — Claude, AI code review

> "Choose CodeRabbit if you want the absolute fastest team onboarding with high-quality PR summaries and clean inline comments."
> — Gemini, AI code review

> "Short answer Start with CodeRabbit if you want a dedicated AI reviewer that works across your pull-request workflow."
> — GPT-5.6 Sol, AI code review

> "If you want a single recommendation without more constraints: start with CodeRabbit for speed and simplicity."
> — Perplexity, AI code review


---

# Codex: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/codex
Website: https://www.developersdigest.tech

Codex was named in 43 of 100 AI answers across 2 categories. Best position: AI coding agents, 78% answer share, ranked #4, named first in 10%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #4 of 12 | 78% | 10% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI code review (https://www.memetik.ai/index/ai-code-review) | #12 of 13 | 8% | 0% | Claude, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Recommendation as of September 2, 2026 For an experienced software engineer choosing one tool, I’d start with OpenAI Codex."
> — GPT-5.6 Sol, AI coding agents

> "For most individual software engineers, I’d start with Cursor or Codex, not a traditional autocomplete-only tool."
> — GPT-5.6 Luna, AI coding agents

> "If you live in the terminal, start with a terminal/CLI agent like Claude Code, OpenAI Codex CLI, Aider, OpenCode, or Gemini CLI."
> — Sonar Reasoning Pro, AI coding agents

> "Greptile is the strongest pick for teams whose pull requests come from coding agents like Claude Code, Cursor, Codex, and Devin."
> — Claude, AI code review


---

# Cognism: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cognism

Cognism was named in 7 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 14% answer share, ranked #14, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #14 of 20 | 14% | 0% | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# Cohere: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cohere
Website: https://cohere.com

Cohere was named in 1 of 50 AI answers across 1 category. Best position: LLM APIs, 2% answer share, ranked #15, named first in 0%.

## What Cohere is

Cohere builds foundational models and AI solutions for enterprise use. It is built for teams and businesses that need language and search capabilities within their own operations.

Its core products include generative language models, intelligent search and discovery, document parsing, and speech recognition models. These can be deployed on premises or in an isolated virtual private cloud, allowing organisations to run the systems in a controlled environment.

Founded: 2019
Based: Toronto, Canada
(From Cohere's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #15 of 15 | 2% | 0% | GPT-5.6 Sol |

## What the models said

> "Add Mistral when deployment control or European hosting matters, Cohere for enterprise retrieval, and xAI when its particular model behavior or ecosystem is strategically useful."
> — GPT-5.6 Sol, LLM APIs


---

# Colossyan: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/colossyan
Website: https://www.colossyan.com

Colossyan was named in 36 of 50 AI answers across 1 category. Best position: AI avatar video, 72% answer share, ranked #3, named first in 0%.

## What Colossyan is

Colossyan is software for creating training videos and courses from existing content. It is built for training teams producing material for employees, partners and customers. The company states that it does not charge per-viewer fees.

Users can upload documents, slide decks, scripts or URLs as source material. Its AI agent drafts video scenes, scripts, avatar placement and pacing. Users can edit lines, scenes and visuals before publishing, then export the result as video, an interactive course or a SCORM package for use in a learning management system.

Pricing: It states there are no per-viewer fees.
(From Colossyan's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #3 of 15 | 72% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Colossyan if your focus is on training modules, instructional design, and multi-avatar conversations."
> — Gemini, AI avatar video

> "Choose Colossyan if viewers need to answer questions, follow branches, or complete course-like content."
> — GPT-5.6 Luna, AI avatar video

> "Choose Colossyan if you want to create interactive dialogue scenarios."
> — Gemini 3.5 Flash, AI avatar video

> "Synthesia, HeyGen, and Colossyan all provide custom avatar services, typically requiring a video recording session."
> — Claude Opus 5, AI avatar video


---

# Comet: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/comet
Website: https://www.comet.com

Comet was named in 18 of 50 AI answers across 1 category. Best position: LLM observability and evals, 36% answer share, ranked #8, named first in 2%.

## What Comet is

Comet is an AI evaluation platform for developers and engineering teams building AI applications and agents. It supports teams shipping AI features that need to assess the behaviour of LLM calls, RAG pipelines and agentic systems.

Its Opik product logs, visualises and evaluates traces from those systems. Diagnostics identifies recurring trace issues, their root causes and suggested fixes. Test Suites and evaluations score sets of traces against defined goals. The platform also tracks and compares model training runs, with model versioning, dataset management and production monitoring.

(From Comet's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #8 of 13 | 36% | 2% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Summary Recommendation Go with Langfuse or Comet Opik if you want an open-source, self-hostable platform with full control over your telemetry data."
> — Gemini, LLM observability and evals

> "The Core Platforms Langfuse, LangSmith, Braintrust, Arize, Opik are generally treated as the AI-native leaders."
> — Claude, LLM observability and evals


---

# Common Room: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/common-room
Website: https://www.commonroom.io

Common Room was named in 3 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 6% answer share, ranked #19, named first in 0%.

## What Common Room is

Common Room is a customer intelligence platform for go-to-market teams. It is used to bring together customer information and activity so teams can work from customer and account-level signals.

The platform resolves customer identities and enriches profiles using artificial intelligence. It tracks website activity at person and account level, then uses signals and attributes to automate actions in HubSpot and Salesforce. It can also identify ideal prospects within an account and act on them automatically.

(From Common Room's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #19 of 20 | 6% | 0% | GPT-5.6 Sol, GPT-5.6 Luna |


---

# Composio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/composio

Composio was named in 6 of 50 AI answers across 1 category. Best position: Automation platforms, 12% answer share, ranked #9, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #9 of 14 | 12% | 0% | Gemini, Gemini 3.5 Flash |


---

# Confident AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/confident-ai
Website: https://www.confident-ai.com

Confident AI was named in 34 of 50 AI answers across 1 category. Best position: LLM observability and evals, 68% answer share, ranked #5, named first in 12%.

## What Confident AI is

Confident AI is a platform for evaluating, monitoring, testing and governing AI applications. It is for engineers, product owners and QA teams building AI products, including teams in regulated industries.

The platform records LLM and tool calls, agent performance, latency, token use and cost. It monitors production traces for quality or latency regressions and sends alerts. Users can turn traces into evaluation datasets, categorise failures and edge cases, and test applications through HTTP and streaming endpoints. It also runs chat simulations and centralises red-teaming workflows to identify AI risks before release.

(From Confident AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #5 of 13 | 68% | 12% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Confident AI if your primary challenge is evaluating agent quality and preventing regressions in CI/CD pipelines."
> — Gemini, LLM observability and evals

> "Choose Confident AI if “production evals” matters more than anything else and you want the platform to center quality measurement and regression detection."
> — Perplexity, LLM observability and evals

> "Choose Confident AI if your application is highly sensitive to hallucinations, correctness, or safety, and you want production monitoring built around automated, research-backed metrics."
> — Gemini 3.5 Flash, LLM observability and evals

> "Confident AI / DeepEval Evaluation-heavy platform emphasizing closing the loop between production and testing."
> — Claude, LLM observability and evals


---

# Coolify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/coolify
Website: https://coolify.io

Coolify was named in 4 of 50 AI answers across 1 category. Best position: App hosting for startups, 8% answer share, ranked #17, named first in 0%.

## What Coolify is

Coolify is open-source, self-hostable software for deploying websites, databases, web applications and one-click services to a user’s own server. It is free forever and provides an alternative to Vercel, Heroku, Netlify and Railway.

It runs on the user’s own server and manages deployment of websites, databases and web applications from there. Coolify also provides more than 280 one-click services, allowing users to add supported services through its interface.

Pricing: It is open source and free forever.
(From Coolify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #17 of 18 | 8% | 0% | Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "You rent a Virtual Private Server from a provider like Hetzner, DigitalOcean, or Linode, install Coolify with a single terminal command, and use it as your private, free Heroku/Railway alternative."
> — Gemini 3.5 Flash, App hosting for startups

> "Containerized app, want control and low cost → Fly.io, or a Hetzner box with Coolify."
> — Claude Opus 5, App hosting for startups


---

# Copper: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/copper
Website: https://www.copper.com

Copper was named in 5 of 50 AI answers across 1 category. Best position: CRM for startups, 10% answer share, ranked #11, named first in 0%.

## What Copper is

Copper is software for relationship-focused businesses that need to manage customer journeys. It is built for teams that handle leads, sales opportunities, service delivery and onboarding.

Copper collects leads and supports immediate action. Users can track opportunities through pipeline stages, with emails or reminders triggered when an opportunity moves stages. Closed opportunities can create projects for service delivery and onboarding. Its mobile app automatically logs calls and SMS.

(From Copper's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #11 of 13 | 10% | 0% | GPT-5.6 Sol, Claude, Claude Fable 5, Gemini 3.5 Flash |


---

# Crawl4AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/crawl4ai
Website: https://docs.crawl4ai.com

Crawl4AI was named in 5 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 10% answer share, ranked #16, named first in 0%.

## What Crawl4AI is

Crawl4AI is an open-source web crawler and scraper for large language models, AI agents and data pipelines. It produces web data for LLM ingestion and retrieval-augmented generation workflows. It has no forced API keys or paywalls.

It crawls URLs asynchronously through AsyncWebCrawler and generates clean Markdown for RAG pipelines or LLM ingestion. It can extract structured data with CSS selectors, XPath or LLM-based methods. Browser controls include hooks, proxies, stealth modes and session reuse.

Pricing: It is open source with no forced API keys or paywalls.
(From Crawl4AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #16 of 17 | 10% | 0% | Gemini, Gemini 3.5 Flash |


---

# Creatify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/creatify

Creatify was named in 12 of 50 AI answers across 1 category. Best position: AI avatar video, 24% answer share, ranked #6, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #6 of 15 | 24% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Creatify if you are running Meta/TikTok ads and need a fast way to generate high volumes of casual-looking UGC videos."
> — Gemini 3.5 Flash, AI avatar video

> "Choose Creatify if you are running paid ads or creating fast social media hooks."
> — Gemini, AI avatar video

> "Dedicated avatar platforms like Creatify, Synthesia, and HeyGen optimize the entire workflow for presenter-style videos."
> — Claude Fable 5, AI avatar video

> "The top AI avatar video tools in 2026 are HeyGen, Synthesia, Colossyan, D‑ID, DeepBrain AI Studios, Hedra, and Creatify; they differ mainly in target use case, realism, interactivity, and price."
> — Sonar Reasoning Pro, AI avatar video


---

# CrewAI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/crewai
Website: https://crewai.com

CrewAI was named in 6 of 50 AI answers across 1 category. Best position: AI agent builders, 12% answer share, ranked #14, named first in 4%.

## What CrewAI is

CrewAI is a platform for building, running and governing enterprise AI agents. It is for business and technical teams that build agents, alongside platform teams responsible for their governance.

The platform identifies automation opportunities from tickets, chats, apps and workflows. Teams can create workflows in a no-code visual editor and export them to Python, or use a code-first API to control agent workflows. Its control plane observes, governs and can reverse agent interactions. It also supports agent training and testing to improve production workflows.

(From CrewAI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #14 of 20 | 12% | 4% | GPT-5.6 Sol, Claude Opus 5, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Move to custom frameworks such as LangGraph, CrewAI or the OpenAI Agents SDK only after the use case is proven and you need deeper control."
> — GPT-5.6 Sol, AI agent builders


---

# Crunchy Bridge: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/crunchy-bridge

Crunchy Bridge was named in 6 of 50 AI answers across 1 category. Best position: Databases for startups, 12% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #11 of 17 | 12% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Crunchy Bridge if you want clean, rock-solid, cloud-agnostic Postgres run by experts."
> — Gemini, Databases for startups

> "If you only need PostgreSQL, RDS or Crunchy Bridge is usually a cleaner choice."
> — GPT-5.6 Luna, Databases for startups


---

# Cursor: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cursor
Website: https://cursor.com

Cursor was named in 93 of 150 AI answers across 3 categories. Best position: AI coding agents, 98% answer share, ranked #1, named first in 48%.

## What Cursor is

Cursor is software for people who write, review or modify code. It uses AI agents to help with coding tasks across an editor, terminal and web interface.

The product includes a desktop editor for manual coding and agent-led work. Its command-line interface lets users work with AI agents from a terminal. Users can choose planning, read-only exploration or agent modes depending on the task. Cursor can also run cloud agents that users access from a browser or phone.

(From Cursor's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #1 of 12 | 98% | 48% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI code review (https://www.memetik.ai/index/ai-code-review) | #6 of 13 | 46% | 12% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #5 of 15 | 42% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Summary Recommendation Go with Cursor if you want the best all-around IDE experience for day-to-day feature development."
> — Gemini, AI coding agents

> "Choose Cursor + Claude Code if you want the common “edit in Cursor, ship with Claude Code” setup used by many engineers."
> — Perplexity, AI coding agents

> "Go with Cursor if you want to pair an AI agent with a SaaS starter template for maximum flexibility and production readiness."
> — Gemini, AI app builders

> "For most individual software engineers, I’d start with Cursor or Codex, not a traditional autocomplete-only tool."
> — GPT-5.6 Luna, AI coding agents


---

# Cypress: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/cypress

Cypress was named in 9 of 50 AI answers across 1 category. Best position: Browser automation for agents, 18% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #11 of 15 | 18% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Cypress when frontend developers own the tests and interactive debugging or component testing is the top priority."
> — GPT-5.6 Sol, Browser automation for agents

> "Choose Cypress when frontend-developer workflow and interactive debugging matter more than being a general-purpose browser driver."
> — ChatGPT, Browser automation for agents


---

# D-ID: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/d-id
Website: https://www.d-id.com

D-ID was named in 32 of 50 AI answers across 1 category. Best position: AI avatar video, 64% answer share, ranked #4, named first in 4%.

## What D-ID is

D-ID is a platform for creating avatar videos and deploying conversational visual AI agents. It is built for marketing teams, content creators, learning and development, sales, customer experience teams and developers.

It generates multilingual avatar videos from scripts, briefs, decks and documents. Its real-time conversational avatars respond in multiple languages, can carry out tasks, trigger workflows and deliver personalised experiences. Developers can use its API to build products with AI avatars in applications.

(From D-ID's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #4 of 15 | 64% | 4% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Choose D-ID if you want to animate static photographs/art or build real-time conversational AI chatbots with a visual face."
> — Gemini, AI avatar video

> "Pictory's blog says Pictory is best, D-ID's blog says D-ID is best, HeyGen's blog ranks HeyGen at the top."
> — Claude Opus 5, AI avatar video

> "Best Developer/API and Photo-to-Video Tool D-ID If you want to take a static, flat 2D image and turn it into a speaking video, D-ID is the most mature tool."
> — Gemini 3.5 Flash, AI avatar video

> "Choose D-ID if you are building the avatar into an app or website."
> — GPT-5.6 Luna, AI avatar video


---

# Datadog: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/datadog
Website: https://www.datadoghq.com

Datadog was named in 21 of 50 AI answers across 1 category. Best position: LLM observability and evals, 42% answer share, ranked #7, named first in 0%.

## What Datadog is

Datadog offers infrastructure monitoring, metrics and agent observability products. It is designed for people and organisations that need to monitor infrastructure, work with metrics and observe agents.

Its core product includes Infrastructure Monitoring, which supports infrastructure monitoring; Metrics, which provides access to metrics; and Agent Observability, which focuses on observing agents. These products cover monitoring infrastructure, metrics and agents within the Datadog offering.

(From Datadog's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #7 of 13 | 42% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Datadog if you already have a mature APM/infra observability setup and mainly want LLM telemetry correlated with logs, metrics, and traces."
> — Perplexity, LLM observability and evals

> "One reasonable take is to just use Datadog or New Relic if you're already paying for them."
> — Claude Opus 5, LLM observability and evals


---

# Decagon: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/decagon
Website: https://decagon.ai

Decagon was named in 3 of 50 AI answers across 1 category. Best position: AI agent builders, 6% answer share, ranked #19, named first in 2%.

## What Decagon is

Decagon is a conversational AI platform for enterprise teams that deliver customer experiences. It is used to build and operate AI agents for customer service across chat, voice and email.

Teams define agent workflows in natural language through Agent Operating Procedures. Decagon provides testing, simulations, versioning, experiments and observability so teams can assess and improve those workflows. Its intelligence layer connects with ticketing platforms, CRMs, knowledge bases, CCaaS providers and custom systems.

(From Decagon's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #19 of 20 | 6% | 2% | GPT-5.6 Sol, Claude Opus 5, Claude |

## What the models said

> "Use Make instead if literally nobody on the team is technical, and go straight to Sierra or Decagon if your use case is specifically customer support at volume."
> — Claude Opus 5, AI agent builders


---

# Deel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/deel
Website: https://www.deel.com

Deel was named in 42 of 50 AI answers across 1 category. Best position: Payroll for startups, 84% answer share, ranked #3, named first in 6%.

## What Deel is

Deel is a global people platform used by companies from startups to enterprise. It covers payroll, HR, IT, benefits, hiring and mobility for workforces that may include workers in different locations.

The platform provides local and global payroll, alongside one HR system for every worker. It provides devices and support for workers, and supports benefits-plan setup, enrolment and deduction syncing. Deel also handles visas in-house from end to end.

(From Deel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #3 of 14 | 84% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Deel if you're hiring internationally or rely heavily on contractors, which is common for early-stage tech teams."
> — Claude, Payroll for startups

> "Go with Deel if you want to hire international contractors and full-time employees globally tomorrow with minimum friction."
> — Gemini 3.5 Flash, Payroll for startups

> "Choose Deel if you’re hiring across multiple countries or need contractor/EOR support."
> — Perplexity, Payroll for startups

> "For most US‑focused remote startups, Gusto or Rippling are typically the best fit, while Deel and Remote are strong choices for global, fully remote teams."
> — Sonar Reasoning Pro, Payroll for startups


---

# DeepBrain AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/deepbrain-ai

DeepBrain AI was named in 12 of 50 AI answers across 1 category. Best position: AI avatar video, 24% answer share, ranked #7, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #7 of 15 | 24% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "The top AI avatar video tools right now are led by HeyGen, Synthesia, Colossyan, and D-ID, with DeepBrain AI Studios, Elai, and VEED also strong depending on use case."
> — Perplexity, AI avatar video

> "Need hyper‑real or live interactive avatars → DeepBrain AI."
> — Sonar Reasoning Pro, AI avatar video


---

# DeepInfra: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/deepinfra
Website: https://deepinfra.com

DeepInfra was named in 8 of 50 AI answers across 1 category. Best position: Inference hosting, 16% answer share, ranked #13, named first in 0%.

## What DeepInfra is

DeepInfra provides AI inference infrastructure through APIs. It is for companies that need an inference provider within their AI stack, with access to more than 100 models and GPU instances.

It runs its own inference infrastructure in US-based data centres. Companies use its APIs to run AI inference, with pricing varying by model. Some language models are charged per token, while most other models are charged by inference execution time on a pay-as-you-go basis.

Pricing: Pricing varies by model: some language models are priced per token and most other models by inference execution time, with pay-as-you-go billing.
Founded: 2022
(From DeepInfra's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #13 of 18 | 16% | 0% | GPT-5.6 Sol, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "The main players here are Together AI, Fireworks AI, Groq, Replicate, Deepinfra, and Hugging Face Inference."
> — Claude Opus 5, Inference hosting


---

# DeepSeek: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/deepseek
Website: https://api-docs.deepseek.com

DeepSeek was named in 33 of 50 AI answers across 1 category. Best position: LLM APIs, 66% answer share, ranked #4, named first in 2%.

## What DeepSeek is

DeepSeek provides an API for accessing DeepSeek models. It is for developers using AI agents, coding assistants, and tools compatible with OpenAI or Anthropic.

Its API supports formats compatible with OpenAI and Anthropic. Developers can use compatible SDKs and software by changing configuration. The chat API accepts model and message inputs and can return responses as a stream. DeepSeek can also serve as the backend model for AI agent and coding assistant tools.

(From DeepSeek's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #4 of 15 | 66% | 2% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose DeepSeek if minimizing token cost is critical and your workloads pass rigorous reliability and compliance tests."
> — GPT-5.6 Luna, LLM APIs

> "The Best "Bang-for-Your-Buck" Models The Workhorse Tier DeepSeek V4 Pro The Cost: ~$0.435 per 1M input / $0.87 per 1M output tokens."
> — Gemini 3.5 Flash, LLM APIs

> "For startups and SMBs, Together AI, Mistral, and DeepSeek offer the best cost-to-performance ratios, and Together AI's pay-as-you-go model works well for variable traffic patterns."
> — Claude, LLM APIs

> "DeepSeek: best when cost per token is the main constraint."
> — Perplexity, LLM APIs


---

# DeepSource: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/deepsource

DeepSource was named in 11 of 50 AI answers across 1 category. Best position: AI code review, 22% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #11 of 13 | 22% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "If you're security-heavy, evaluate DeepSource; if you already use Claude Code, its built-in review is the most thorough."
> — Claude Fable 5, AI code review

> "If security and infra-as-code are major concerns, add Gomboc or a SAST-integrated tool like DeepSource to the stack rather than relying on one tool for everything."
> — Claude, AI code review


---

# Descope: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/descope
Website: https://www.descope.com

Descope was named in 7 of 50 AI answers across 1 category. Best position: Authentication for developers, 14% answer share, ranked #14, named first in 0%.

## What Descope is

Descope is a customer and agentic identity platform for developers building authentication and identity journeys for external users, business customers, partners, AI agents and MCP servers.

It uses a drag-and-drop visual editor to create authentication flows. The platform supports passwordless authentication, single sign-on, multi-factor authentication, authorisation and SCIM provisioning. It can federate identity across customer-facing applications, and developers can work through no-code flows, client and backend SDKs, or REST APIs.

(From Descope's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #14 of 17 | 14% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Descope, Stytch & Others These are newer entrants also aimed at developer experience."
> — Claude, Authentication for developers


---

# Descript: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/descript
Website: https://www.descript.com

Descript was named in 73 of 100 AI answers across 2 categories. Best position: Short-form clipping tools, 74% answer share, ranked #2, named first in 4%.

## What Descript is

Descript is a text-based editor for video and audio. It is built for marketing teams, sales engineers, support representatives, CEOs and other people making video.

It transcribes imported footage, scripts and calls, then lets users edit video through the transcript text. Users can remove filler words and retakes, clean audio with background-noise removal and voice enhancement, create clips, translate video and reformat video for different platforms.

(From Descript's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #2 of 14 | 74% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #3 of 17 | 72% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Descript if you record/edit podcasts in a transcript-based workflow and want editing plus voice cloning together."
> — Perplexity, AI voice generation

> "If you are looking to clone your own voice, start with ElevenLabs or Descript to see which workflow fits your routine best!"
> — Gemini 3.5 Flash, AI voice generation

> "If it kept missing your best material, pay the extra $9 for Descript and accept that you're selecting clips yourself."
> — Claude Opus 5, Short-form clipping tools

> "For most podcasters, the top recommendation is ElevenLabs, with Descript as a strong alternative depending on your workflow."
> — Claude Fable 5, AI voice generation


---

# Devin: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/devin
Website: https://devin.ai

Devin was named in 18 of 100 AI answers across 2 categories. Best position: AI coding agents, 34% answer share, ranked #8, named first in 0%.

## What Devin is

Devin is an AI software engineer for engineering teams working across complex, multi-repo projects. It plans and executes engineering tasks, helping teams handle software maintenance, development work and incident response.

It can identify and resolve bugs, perform visual QA, organise code diffs for review, and generate documentation and system diagrams for legacy codebases. Devin can migrate and refactor repositories in parallel using a fleet of agents, triage incidents and bug reports, and automatically fix CI failures. It integrates with GitHub, Linear, Slack, Teams, Datadog, its API and Automations.

(From Devin's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #8 of 12 | 34% | 0% | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI code review (https://www.memetik.ai/index/ai-code-review) | #13 of 13 | 2% | 0% | Claude |

## What the models said

> "Greptile is the strongest pick for teams whose pull requests come from coding agents like Claude Code, Cursor, Codex, and Devin."
> — Claude, AI code review

> "Many engineers actually use two of these together (e.g., Cursor or Copilot for day-to-day editing, plus Claude Code or Devin for larger autonomous tasks like refactors or bug fixes)."
> — Claude, AI coding agents


---

# Dify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/dify
Website: https://dify.ai

Dify was named in 10 of 50 AI answers across 1 category. Best position: AI agent builders, 20% answer share, ranked #10, named first in 6%.

## What Dify is

Dify is a platform for independent developers and small teams building and deploying agentic workflows and production AI applications. It supports applications that can be published as hosted experiences, API endpoints, embeds or MCP-compatible tools.

Teams use visual building blocks and prompts to define application logic. Dify creates knowledge pipelines that extract, clean, chunk, index and test material before retrieval. It also connects model providers, tools, data sources and MCP integrations. Applications can run in Dify Cloud, a VPC or self-hosted infrastructure.

Pricing: Dify Cloud has Professional and Team plans billed per workspace per year; the supplied page does not show the numeric prices.
(From Dify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #10 of 20 | 20% | 6% | GPT-5.6 Sol, Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Dify.ai if you want a free, self-hosted option that gives you robust control over custom data retrieval and API deployment without paying high monthly subscription fees."
> — Gemini 3.5 Flash, AI agent builders

> "Dify, in particular, offers built-in analytics, user management, and observability out of the box."
> — Gemini, AI agent builders

> "Use Dify Cloud if the agent itself is a customer-facing product feature."
> — GPT-5.6 Sol, AI agent builders


---

# DigitalOcean: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/digitalocean
Website: https://www.digitalocean.com

DigitalOcean was named in 34 of 100 AI answers across 2 categories. Best position: App hosting for startups, 56% answer share, ranked #8, named first in 0%.

## What DigitalOcean is

DigitalOcean is a cloud platform for developers building and scaling AI-powered applications. It combines AI services with underlying cloud infrastructure for teams that need to run applications, store data and manage their deployment environment.

It provides serverless, dedicated and batch AI inference through one endpoint. Its Inference Router directs calls according to natural-language instructions or structured rules. Developers can use managed databases and a managed RAG service for AI-powered search and question-and-answer applications. DigitalOcean also provides virtual machines, Kubernetes, networking, storage and security services.

Pricing: Managed Weaviate has predictable pricing starting at $20 per month.
(From DigitalOcean's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #8 of 18 | 56% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #12 of 17 | 12% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Choose DigitalOcean if you want fixed, highly affordable monthly pricing and don't mind spending a few hours setting up a Linux server."
> — Gemini 3.5 Flash, App hosting for startups

> "Boring, steady production Postgres → DigitalOcean; the price predictability is worth real money."
> — Claude Opus 5, Databases for startups

> "Full-stack app with a database, need production traffic → Render or DigitalOcean App Platform."
> — Claude, App hosting for startups

> "For a modern web app in 2026, the safest default choices are Vercel for frontend/JAMstack apps and DigitalOcean or Hostinger for full‑stack apps that need more backend control."
> — Sonar Reasoning Pro, App hosting for startups


---

# Discord: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/discord
Website: https://discord.com

Discord was named in 37 of 50 AI answers across 1 category. Best position: Paid community platforms, 74% answer share, ranked #4, named first in 18%.

## What Discord is

Discord is a group chat product for people playing games, spending time with friends, or building a worldwide community. It supports talking, playing and hanging out in shared spaces.

People can use voice, video and text chat, along with custom emoji, stickers, soundboard effects, avatars, statuses and profiles. They can stream games, shows, photos or homework. Users can enter and leave voice or text chats without calling or inviting others. In supported games, they can see friends’ modes or characters and join them directly.

(From Discord's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #4 of 13 | 74% | 18% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Short answer For most paid Discord-style communities, I’d choose _Whop + Discord_ if real-time chat is the core experience."
> — GPT-5.6 Luna, Paid community platforms

> "Circle is one of the most popular dedicated "community platform" alternatives to Discord for paid memberships."
> — Claude, Paid community platforms

> "The “best” choice depends on whether you want to keep Discord and bolt on payments, or move to a purpose‑built paid community platform."
> — Sonar Reasoning Pro, Paid community platforms

> "Choose Whop + Discord if real-time chat, familiar Discord roles, bots and voice channels are essential."
> — GPT-5.6 Sol, Paid community platforms


---

# Discourse: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/discourse
Website: https://www.discourse.org

Discourse was named in 1 of 50 AI answers across 1 category. Best position: Paid community platforms, 2% answer share, ranked #12, named first in 0%.

## What Discourse is

Discourse is a community platform for creating knowledge through conversation. It is built for tech companies and organisations running support hubs, team workspaces, product-feedback communities and developer communities.

It supports open discussions, chat, private messages and email-based participation. Categories, tags and accepted answers organise technical discussions. Moderation tools, AI-assisted community management and an admin dashboard support day-to-day operation. Discourse can be self-hosted or used through managed hosting, with API and webhook access, themes and plugins.

Pricing: Hosted plans include $100/month and $500/month tiers, plus custom Enterprise pricing; prices are in USD.
(From Discourse's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #12 of 13 | 2% | 0% | Perplexity |


---

# Dodo Payments: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/dodo-payments

Dodo Payments was named in 3 of 50 AI answers across 1 category. Best position: Subscription billing, 6% answer share, ranked #15, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #15 of 15 | 6% | 0% | Claude, Claude Fable 5 |

## What the models said

> "If you're selling globally and want tax/compliance off your plate entirely, Paddle or Dodo Payments are worth considering."
> — Claude, Subscription billing


---

# DreamHost: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/dreamhost

DreamHost was named in 3 of 50 AI answers across 1 category. Best position: App hosting for startups, 6% answer share, ranked #18, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #18 of 18 | 6% | 0% | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# Durable: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/durable
Website: https://durable.com

Durable was named in 24 of 50 AI answers across 1 category. Best position: AI website builders, 48% answer share, ranked #6, named first in 2%.

## What Durable is

Durable is an AI website builder for business owners. It creates a website from information about a business, and users can start with the product for free.

Users answer three questions about their business. Durable’s AI then builds a website from those details. Users can change the layout, images, headings and fonts through a drag-and-drop editor.

Pricing: The product can be started for free.
(From Durable's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #6 of 16 | 48% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Durable if you are short on time and want a standard business website live today."
> — Gemini 3.5 Flash, AI website builders

> "Go with Durable if you want a basic site live in 5 minutes with zero design work."
> — Gemini, AI website builders

> "Choose Framer if appearance is your top priority, Hostinger if budget is decisive, and Durable if appointments and lead management matter as much as the website itself."
> — GPT-5.6 Luna, AI website builders

> "If you want one simple recommendation: choose Wix unless your business is specifically service-based and you want built-in scheduling and payments, in which case Durable is a strong alternative."
> — Perplexity, AI website builders


---

# Elai: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/elai
Website: https://www.therundown.ai

Elai was named in 7 of 50 AI answers across 1 category. Best position: AI avatar video, 14% answer share, ranked #11, named first in 0%.

## What Elai is

Elai is a video creation platform for teams producing training, education, onboarding and marketing content. It turns text and documents into narrated videos featuring AI presenters. It offers a free plan with one rendered minute, paid Creator and Team plans, and custom Enterprise pricing.

Users can begin with a script, prompt, URL, presentation or document, then choose an avatar and voice. They can add interactive features including quizzes and branching. Finished videos can be exported as video files or SCORM packages, while an API and Zapier can automate version creation.

Pricing: It has a free plan with one rendered minute, paid Creator and Team plans, and custom Enterprise pricing.
(From Elai's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #11 of 15 | 14% | 0% | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity |

## What the models said

> "Elai.io Similar to Synthesia/HeyGen but often praised for being more budget-friendly, with easy PowerPoint-to-video conversion."
> — Claude, AI avatar video

> "The top AI avatar video tools right now are led by HeyGen, Synthesia, Colossyan, and D-ID, with DeepBrain AI Studios, Elai, and VEED also strong depending on use case."
> — Perplexity, AI avatar video


---

# Elasticsearch: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/elasticsearch
Website: https://www.elastic.co

Elasticsearch was named in 23 of 50 AI answers across 1 category. Best position: Vector databases, 46% answer share, ranked #7, named first in 0%.

## What Elasticsearch is

Elasticsearch is a platform from Elastic for people building search and vector database applications, monitoring applications and infrastructure, and protecting against cyber threats. It is available as a hosted, serverless or self-managed product, with resource-based, usage-based and licence-based pricing respectively.

It runs on a distributed search and vector database with an analytics engine. Elasticsearch combines full-text and semantic search to return query results and supports real-time data analysis. RESTful APIs provide access to data, visualisations and deployments.

Pricing: Hosted pricing is resource-based, serverless pricing is usage-based, and self-managed pricing is license-based.
(From Elasticsearch's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #7 of 16 | 46% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If your RAG application relies heavily on structured text filters, exact matches, and semantic search, Elasticsearch's hybrid search is best-in-class."
> — Gemini 3.5 Flash, Vector databases

> "Elasticsearch/OpenSearch and Weaviate are both called out as strongest for hybrid BM25 + vector work pgvector can do hybrid via Postgres full-text search, but it's more assembly required."
> — Claude Opus 5, Vector databases

> "Elasticsearch / OpenSearch Recommended when hybrid search requirements are primary and you already rely on Elasticsearch for text search."
> — Sonar Reasoning Pro, Vector databases

> "The main contenders right now are pgvector, Pinecone, Qdrant, Weaviate, Milvus, Chroma, and LanceDB, plus platforms like Redis, Elasticsearch, and Vespa."
> — Claude Fable 5, Vector databases


---

# ElevenLabs: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/elevenlabs
Website: https://elevenlabs.io

ElevenLabs was named in 64 of 100 AI answers across 2 categories. Best position: AI voice generation, 100% answer share, ranked #1, named first in 94%.

## What ElevenLabs is

ElevenLabs provides AI platforms for voice and media creation, customer-experience agents and AI audio models. It is built for businesses, creators, marketers and developers.

Its ElevenAgents product lets businesses deploy voice and chat agents across phone, chat, email and WhatsApp. ElevenCreative generates and edits speech, music, images and video. ElevenAPI gives developers access to AI audio foundational models. Its text-to-speech capability creates speech in more than 70 languages.

(From ElevenLabs's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #1 of 17 | 100% | 94% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI music generation (https://www.memetik.ai/index/ai-music) | #7 of 15 | 28% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you are looking to clone your own voice, start with ElevenLabs or Descript to see which workflow fits your routine best!"
> — Gemini 3.5 Flash, AI voice generation

> "For most podcasters, the top recommendation is ElevenLabs, with Descript as a strong alternative depending on your workflow."
> — Claude Fable 5, AI voice generation

> "Summary Recommendation Go with ElevenLabs if your primary goal is raw realism, human-like emotion, and expressive storytelling."
> — Gemini, AI voice generation

> "Ideal if you already use ElevenLabs for AI voiceovers, as its subscription plan shares credits across both voice and music generation."
> — Gemini, AI music generation


---

# Emergent: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/emergent
Website: https://emergent.sh

Emergent was named in 6 of 50 AI answers across 1 category. Best position: AI app builders, 12% answer share, ranked #12, named first in 0%.

## What Emergent is

Emergent is a product for people worldwide who want to build and launch websites and apps with AI. It is designed for creating real applications.

Users describe the website or app they want to make, and Emergent uses AI to build it. The product supports the process from building an application through to launching it, with applications created in minutes.

(From Emergent's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #12 of 15 | 12% | 0% | Claude Opus 5, Claude, Sonar Reasoning Pro |

## What the models said

> "Zite emphasizes built-in database, auth, and no per-user fees at $19/month, while Emergent does multi-agent builds with exportable code and managed hosting at $20/month."
> — Claude Opus 5, AI app builders

> "If you’re a developer who wants full control and long-term maintainability, consider Lovable or Bolt.new for rapid MVP, then Replit AI or Emergent for more customizable builds and exported code."
> — Sonar Reasoning Pro, AI app builders


---

# Epidemic Sound: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/epidemic-sound
Website: https://www.epidemicsound.com

Epidemic Sound was named in 4 of 50 AI answers across 1 category. Best position: AI music generation, 8% answer share, ranked #12, named first in 0%.

## What Epidemic Sound is

Epidemic Sound provides music and sound effects with licences for video content. It is for individual creators, professionals, freelancers, brands and agencies producing video.

Users can download music and sound effects through a subscription. Its Studio tool syncs selected audio to video, while video search suggests tracks from video frames. Users can also find tracks with a similar tone and sound.

Pricing: It offers subscriptions including Creator at $9.99 per month billed yearly, Pro at $16.99 per month billed yearly, Business at $30 per month billed yearly, plus custom plans.
(From Epidemic Sound's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #12 of 15 | 8% | 0% | Claude Opus 5, Gemini, Perplexity |


---

# Exa: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/exa
Website: https://exa.ai

Exa was named in 47 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 94% answer share, ranked #1, named first in 8%.

## What Exa is

Exa provides a search API for developers building AI agents. It gives those agents access to public web and private information, helping them retrieve relevant material for their tasks.

The API searches an index of public web and private information and returns relevant excerpts through highlights. It can provide structured outputs and grounded citations. Developers can use the same API for fast results or deeper research.

(From Exa's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #1 of 17 | 94% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Building a research/copilot agent: choose Tavily for simplicity, or Exa if retrieval quality and semantic discovery are the priority."
> — ChatGPT, Web search and scraping APIs for AI

> "If you are building a specialized deep-research agent that needs conceptual understanding, go with Exa."
> — Gemini, Web search and scraping APIs for AI

> "Choose Exa if you’re doing semantic research and want cleaner extracted content from relevant pages."
> — Perplexity, Web search and scraping APIs for AI

> "If you want the best flexible system, use Exa for discovery + Firecrawl for extraction, with browser automation added only for genuinely interactive sites."
> — GPT-5.6 Luna, Web search and scraping APIs for AI


---

# FAISS: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/faiss
Website: https://faiss.ai

FAISS was named in 1 of 50 AI answers across 1 category. Best position: Vector databases, 2% answer share, ranked #16, named first in 0%.

## What FAISS is

FAISS is a library for similarity search and clustering of dense vectors. It is intended for people building systems that need to find vectors close to a given vector or group vectors by similarity.

FAISS builds an index from a set of vectors, usually in RAM, then searches that index for the nearest neighbours to a new vector. It can process several query vectors at once. Some algorithms have GPU implementations, and an index can also be stored on disk instead of kept in RAM.

(From FAISS's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #16 of 16 | 2% | 0% | ChatGPT |


---

# FastSpring: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fastspring
Website: https://developer.fastspring.com

FastSpring was named in 6 of 50 AI answers across 1 category. Best position: Subscription billing, 12% answer share, ranked #12, named first in 0%.

## What FastSpring is

FastSpring provides an app and API for managing active subscriptions. It is designed for users who need to administer subscription settings and billing changes across existing customer subscriptions.

Users can change pricing, plans, quantities, and pause or resume settings through the app or API. FastSpring can prorate upgrades and downgrades immediately, charging or refunding the difference. Its API includes endpoints for updating pricing across active subscriptions and previewing prorated amounts. It sends customer emails when rebills are declined and retries declined transactions. Users can cancel a subscription or undo a scheduled cancellation before the next billing date.

(From FastSpring's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #12 of 15 | 12% | 0% | ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Global reach & compliance Need EU/UK/ROW, VAT/GST, stronger tax/compliance → Stripe, Chargebee, Recurly, Paddle, FastSpring."
> — Sonar Reasoning Pro, Subscription billing


---

# Fathom: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fathom
Website: https://www.fathom.ai

Fathom was named in 48 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 96% answer share, ranked #1, named first in 16%.

## What Fathom is

Fathom is meeting-capture software for individuals and teams of one to 1,000 people. It provides AI summaries, transcripts and action items, and offers a free-forever option.

After a call, Fathom produces a summary that includes action items and transcribes the conversation with speaker attribution. Users can search past conversations and ask questions about them. It also syncs meeting notes, insights and action items with Slack, Salesforce, HubSpot, Notion and Asana.

Pricing: It offers a free-forever option.
(From Fathom's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #1 of 19 | 96% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Fathom if you want a reliable, free tool for standard video calls that seamlessly syncs to Slack and Notion."
> — Gemini, AI meeting notetakers

> "Go with Fathom if you want the absolute best free, high-utility meeting assistant that "just works" on video calls."
> — Gemini 3.5 Flash, AI meeting notetakers

> "If budget is tight, Fathom is a genuinely strong free alternative with no real downgrade in core quality."
> — Claude, AI meeting notetakers

> "For a founder, the best AI meeting notetaker depends on your workflow, but the strongest specific picks are Shadow, CraftNote, Jamie, Granola, and Fathom."
> — Perplexity, AI meeting notetakers


---

# Fellow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fellow

Fellow was named in 16 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 32% answer share, ranked #9, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #9 of 19 | 32% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For most startup founders, the strongest options in 2026 are Shadow, Granola, CraftNote, Jamie, Lindy, Sai by Simular, plus Fathom or Fellow as strong baselines."
> — Sonar Reasoning Pro, AI meeting notetakers

> "If you deal with sensitive IP, fintech, or healthcare, or simply want to link meeting action items directly into Jira, Notion, or Slack, use Fellow."
> — Gemini 3.5 Flash, AI meeting notetakers

> "If that matters, prioritize Fellow or Fireflies for their workflow integrations."
> — Claude Fable 5, AI meeting notetakers


---

# Firebase: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/firebase
Website: https://firebase.google.com

Firebase was named in 12 of 50 AI answers across 1 category. Best position: Databases for startups, 24% answer share, ranked #8, named first in 0%.

## What Firebase is

Firebase is a platform of services for development teams building and shipping modern apps. It is used to build and run intelligent apps across Apple platforms, Android, the web, Flutter, Unity and C++.

Firebase provides managed infrastructure for app development. Developers can store and sync app data without managing servers, build and deploy static or dynamic web apps, and use tools to launch, monitor and iterate on their apps. It provides SDKs for each supported platform.

Pricing: Creating a Billing Account gives $300 in credit to spend on Firebase services.
(From Firebase's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #8 of 17 | 24% | 0% | ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "If your product is realtime-collaboration heavy → Firestore or a realtime-focused DB might reduce engineering effort."
> — Claude, Databases for startups

> "Do not treat it as “just a Firebase replacement,” though: its core database is Postgres, so it remains a relatively portable choice."
> — ChatGPT, Databases for startups

> "Often paired with Firestore or Firebase for mobile/web backends needing real-time and offline support."
> — Sonar Reasoning Pro, Databases for startups


---

# Firebase Auth: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/firebase-auth
Website: https://firebase.google.com

Firebase Auth was named in 21 of 50 AI answers across 1 category. Best position: Authentication for developers, 42% answer share, ranked #5, named first in 2%.

## What Firebase Auth is

Firebase Auth is a service that authenticates users in apps. It is for app teams that need to identify users and manage sign-in.

It provides backend services, SDKs and UI libraries for authentication. Apps can support passwords, phone numbers and federated identity providers, and connect authentication with other Firebase services using OAuth 2.0 and OpenID Connect. An optional Identity Platform upgrade adds multi-factor authentication, logging, SAML, OpenID Connect and multi-tenancy.

Pricing: The Identity Platform upgrade limits no-cost projects to 3,000 daily active users and charges pay-as-you-go projects for usage beyond 50,000 monthly active users.
(From Firebase Auth's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #5 of 17 | 42% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Firebase Auth if speed and simplicity matter most and your app is mobile-first or already inside the Google ecosystem."
> — Perplexity, Authentication for developers

> "Startup authentication platforms compared For most startups, the strongest shortlist is Clerk, Supabase Auth, Auth0, and Firebase Authentication."
> — GPT-5.6 Luna, Authentication for developers

> "Supabase Auth Part of the Supabase open-source Firebase alternative."
> — Claude, Authentication for developers

> "Supabase Auth Supabase is an open-source Firebase alternative."
> — Gemini 3.5 Flash, Authentication for developers


---

# Firebase Studio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/firebase-studio
Website: https://firebase.google.com

Firebase Studio was named in 2 of 50 AI answers across 1 category. Best position: AI app builders, 4% answer share, ranked #15, named first in 0%.

## What Firebase Studio is

Firebase Studio is a Firebase environment for development teams building and shipping modern apps. Firebase is a platform of services for building and running apps.

It provides managed infrastructure powered by Google Cloud. Teams can store and sync app data without managing servers, build and deploy static and dynamic web apps, and use tools to launch, monitor and update apps.

(From Firebase Studio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #15 of 15 | 4% | 0% | GPT-5.6 Luna |


---

# Firecrawl: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/firecrawl
Website: https://www.firecrawl.dev

Firecrawl was named in 60 of 100 AI answers across 2 categories. Best position: Web search and scraping APIs for AI, 92% answer share, ranked #3, named first in 28%.

## What Firecrawl is

Firecrawl is an API for AI systems to search, scrape and interact with the web. It is built for AI agents and MCP clients. It offers 1,000 free credits per month, alongside paid self-serve plans using monthly credits and $5 auto-reload batches.

It searches the web and returns full content from results, then converts website content into LLM-ready Markdown, JSON and screenshots. Firecrawl supports JavaScript rendering, smart waits, media parsing, search and page actions. It can also interact with pages through AI prompts or code.

Pricing: It offers 1,000 free credits per month, with paid self-serve plans that use monthly credits and $5 auto-reload batches.
(From Firecrawl's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #3 of 17 | 92% | 28% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #10 of 15 | 28% | 2% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "My practical recommendation: if you're prototyping an agent and want the least friction, start with Tavily or Firecrawl."
> — Claude, Web search and scraping APIs for AI

> "Choose Firecrawl if your agent needs to browse pages, extract content, and operate on webpages, not just search them."
> — Perplexity, Web search and scraping APIs for AI

> "Choose Firecrawl or Olostep if your agent needs to read, analyze, or extract structured data from specific URLs."
> — Gemini 3.5 Flash, Web search and scraping APIs for AI

> "Choose Brave Search plus Firecrawl when you want control Use Brave to find pages, then selectively pass the best URLs to Firecrawl."
> — GPT-5.6 Sol, Web search and scraping APIs for AI


---

# Fireflies: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fireflies
Website: https://fireflies.ai

Fireflies was named in 47 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 94% answer share, ranked #2, named first in 8%.

## What Fireflies is

Fireflies is an AI assistant for teams that need to manage conversations, tasks, contacts and knowledge. It transcribes, summarises, searches and analyses team conversations.

Its AI note-taker bot records, transcribes and summarises live or calendar meetings. It identifies speakers in meetings and audio files, then produces notes, action items and customised summaries. Users can search past calls by sentence and timestamp. Fireflies can also auto-fill CRMs with notes and call logs.

(From Fireflies's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #2 of 19 | 94% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Fireflies.ai: best for sales and integrations Fireflies is strongest when meeting notes are only the first step."
> — GPT-5.6 Luna, AI meeting notetakers

> "Choose Fireflies if you use non-traditional CRMs or want highly customized, prompt-based summary formats."
> — Gemini 3.5 Flash, AI meeting notetakers

> "If you want the best searchable archive and integrations, Fireflies.ai is the standout."
> — Perplexity, AI meeting notetakers

> "Choose Granola when a meeting bot would be awkward, Fireflies when notes must trigger business workflows, and Otter when the live transcript is as important as the post-meeting summary."
> — GPT-5.6 Sol, AI meeting notetakers


---

# Fireworks: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fireworks
Website: https://fireworks.ai

Fireworks was named in 43 of 50 AI answers across 1 category. Best position: Inference hosting, 86% answer share, ranked #3, named first in 8%.

## What Fireworks is

Fireworks provides APIs and infrastructure for developers and teams that train, deploy and run AI models, including AI coding workloads. It supports open models and versions produced through its own training paths.

Teams can start with guided training runs or use custom training logic. Fireworks deploys each training checkpoint to production in seconds, then serves models through its inference engine. Its serverless inference uses per-token pricing and supports APIs compatible with OpenAI and Anthropic. Priority and Fast serverless options are available, alongside dedicated on-demand deployments and reserved capacity.

Pricing: Serverless inference is priced per token, with Priority and Fast options.
(From Fireworks's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #3 of 18 | 86% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "How I’d decide by workload Prototype / evals / low or bursty traffic Start with Together serverless or Fireworks."
> — ChatGPT, Inference hosting

> "If your main goal is production inference with minimal ops, Together AI and Fireworks AI are the strongest alternatives to test first."
> — Perplexity, Inference hosting

> "Together AI is often recommended alongside Fireworks as a top “first choice” for hosted open models, with APIs and pricing designed for production and cost‑efficient scaling."
> — Sonar Reasoning Pro, Inference hosting

> "For a high-volume, latency-sensitive LLM product, Together, Fireworks, or a dedicated deployment is usually a better fit."
> — GPT-5.6 Luna, Inference hosting


---

# Fish Audio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fish-audio
Website: https://fish.audio

Fish Audio was named in 6 of 50 AI answers across 1 category. Best position: AI voice generation, 12% answer share, ranked #15, named first in 0%.

## What Fish Audio is

Fish Audio provides voice AI APIs and tools for enterprise users and people creating video voiceovers, audiobook narration, character voices and conversational chatbots. It offers text-to-speech, speech-to-text, voice agents and voice cloning. It is free to start.

Its text-to-speech tool converts written text into speech, while its speech-to-text tool transcribes spoken audio. Fish Audio also provides an end-to-end voice agent solution and voice cloning. Its tools support more than 30 languages with any voice.

Pricing: It is free to start.
(From Fish Audio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #15 of 17 | 12% | 0% | Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |

## What the models said

> "Voice cloning & licensing ElevenLabs, Fish Audio, Resemble, and others offer voice cloning for custom or brand voices."
> — Sonar Reasoning Pro, AI voice generation


---

# Flowise: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/flowise
Website: https://www.codecademy.com

Flowise was named in 5 of 50 AI answers across 1 category. Best position: AI agent builders, 10% answer share, ranked #17, named first in 0%.

## What Flowise is

Flowise is an open-source, no-code platform for people building AI chatbots and agents without programming experience. It provides a visual way to create AI workflows for LLM applications.

Users assemble workflows by dragging and connecting components on a canvas. Flowise sits on top of LangChain, allowing users to design, test and deploy AI agents. It can also run custom JavaScript functions within a workflow when extra logic is needed.

(From Flowise's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #17 of 20 | 10% | 0% | GPT-5.6 Sol, Claude Opus 5, Gemini |


---

# FlutterFlow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/flutterflow

FlutterFlow was named in 7 of 50 AI answers across 1 category. Best position: AI app builders, 14% answer share, ranked #9, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #9 of 15 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Only Rocket, FlutterFlow, Adalo, and Thunkable produce true native iOS and Android apps among the commonly compared tools."
> — Claude, AI app builders

> "Pick FlutterFlow if you need real mobile apps and expect to keep iterating on UI and app structure."
> — Perplexity, AI app builders


---

# Flux: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/flux
Website: https://flux-ai.io

Flux was named in 7 of 50 AI answers across 1 category. Best position: AI image generation, 14% answer share, ranked #13, named first in 0%.

## What Flux is

Flux is a tool for creating images and videos with AI. It is intended for people who need to generate or edit visual content from written prompts or existing images.

The product generates images from text and images, and creates videos from text and images. Its image-editing tools can change backgrounds and remove objects. Flux also includes free tools for turning an image into a prompt and removing image backgrounds.

(From Flux's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #13 of 15 | 14% | 0% | GPT-5.6 Luna, Claude, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Choose FLUX or Stable Diffusion if you want more control, customization, or local/self-hosted workflows."
> — Perplexity, AI image generation

> "Choose FLUX.1 if you need state-of-the-art open models with precise text rendering and high detail."
> — Gemini, AI image generation

> "Choose Flux 2 if you want hyper-realistic photos of people that can fool the human eye."
> — Gemini 3.5 Flash, AI image generation

> "Choose FLUX when you need an API or custom technical pipeline."
> — GPT-5.6 Sol, AI image generation


---

# Fly.io: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fly-io
Website: https://fly.io

Fly.io was named in 28 of 50 AI answers across 1 category. Best position: App hosting for startups, 56% answer share, ranked #7, named first in 0%.

## What Fly.io is

Fly.io provides Linux computers for AI agents, tools and applications. It is for teams and developers running coding agents, personal agents, MCP servers, untrusted code and applications built by agents.

Its Sprites sleep when an agent stops, then resume with their filesystem and services preserved. Fly Machines run applications in hardware-isolated virtual machines. The platform automatically checkpoints Sprites and supports rollback. Connectors allow Sprites to reach external services without receiving credentials directly. Billing stops when a Sprite is unused, with charges based on tool calls or stored bytes.

Pricing: Billing stops when nobody is using a Sprite, and users pay only for the tool calls or stored bytes they use.
(From Fly.io's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #7 of 18 | 56% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "If you expect persistent processes, real-time connections, or multi-region infrastructure, choose Fly.io."
> — GPT-5.6 Luna, App hosting for startups

> "If you expect serious scale or need fine-grained control, go with AWS or Fly.io."
> — Claude Fable 5, App hosting for startups

> "If you want your backend server running in London, Tokyo, and New York simultaneously with a globally replicated database, Fly.io is unparalleled."
> — Gemini 3.5 Flash, App hosting for startups

> "Render / Fly.io / self-hosted VPS: good if you need more control over backend processes, but they generally require more operational work than Vercel."
> — Perplexity, App hosting for startups


---

# Folk: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/folk
Website: https://www.folk.app

Folk was named in 13 of 50 AI answers across 1 category. Best position: CRM for startups, 26% answer share, ranked #8, named first in 0%.

## What Folk is

Folk is a CRM for teams that need to manage relationships with more context. It captures information from conversations and company profiles, helping users track contacts, prepare for discussions and decide when to follow up.

It scans email and WhatsApp conversations to identify follow-up timing and draft emails. It turns interactions into relationship briefs with discussion points and next steps, enriches company profiles, and generates research notes. Teams can also set trigger-based workflows to send personalised emails.

(From Folk's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #8 of 13 | 26% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# Fourthwall: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fourthwall
Website: https://fourthwall.com

Fourthwall was named in 6 of 50 AI answers across 1 category. Best position: Creator monetization platforms, 12% answer share, ranked #14, named first in 6%.

## What Fourthwall is

Fourthwall is a platform for creators to run shops, sell products and offer memberships. It is built for YouTubers, Twitch streamers, TikTokers, musicians, podcasters and comedians. Fourthwall states that it has no monthly fees.

Creators can design products and sell them through a branded page that links to their content. Fourthwall handles production and shipping. Creators can also offer memberships with member perks to earn recurring revenue. Products can be sold through integrations including YouTube Shopping and TikTok Shop.

Pricing: Fourthwall states there are no monthly fees.
(From Fourthwall's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #14 of 16 | 12% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna |


---

# Framer: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/framer
Website: https://www.framer.com

Framer was named in 28 of 50 AI answers across 1 category. Best position: AI website builders, 56% answer share, ranked #4, named first in 16%.

## What Framer is

Framer is software for designing, managing and publishing websites with AI agents. It is for people and teams building websites who want to make design, content and publishing changes from the same product.

Its design agent generates and refines changes directly on a site canvas. Its CMS agent sets up, organises and updates content while keeping the content and design in sync. Agents can also create code for custom effects and interactions. Framer can work through external AI tools to update copy, trigger CMS changes and ship changes from a GitHub pull request.

(From Framer's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #4 of 16 | 56% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Framer if appearance is your top priority, Hostinger if budget is decisive, and Durable if appointments and lead management matter as much as the website itself."
> — GPT-5.6 Luna, AI website builders

> "Choose Framer AI if you are a designer, creative agency, or portfolio seeker who prioritizes stunning visual layouts, slick transitions, and absolute aesthetic control."
> — Gemini 3.5 Flash, AI website builders

> "Reviewers consistently position Framer among the best choices for design control. ([inminutes.app]) Skip it if: you need sophisticated e-commerce, bookings or a broad small-business app ecosystem."
> — GPT-5.6 Sol, AI website builders

> "For most founders, I’d launch v1 in Framer, connect a custom domain and an email capture form, then spend the saved time talking to prospective users."
> — ChatGPT, AI website builders


---

# Freebeat: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/freebeat

Freebeat was named in 7 of 50 AI answers across 1 category. Best position: AI music generation, 14% answer share, ranked #9, named first in 4%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #9 of 15 | 14% | 4% | Claude Opus 5, Claude, Claude Fable 5, Perplexity |

## What the models said

> "If you're making a dedicated music video with synced visuals, Freebeat currently tests best for that specific workflow."
> — Claude, AI music generation

> "For a video creator, I’d recommend Freebeat if your goal is to turn music into a finished music video with minimal manual editing."
> — Perplexity, AI music generation

> "Somio's list picks Somio, MusicGPT's list picks MusicGPT, Freebeat's list picks Freebeat."
> — Claude Opus 5, AI music generation


---

# Freepik: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/freepik
Website: https://www.magnific.com

Freepik was named in 8 of 50 AI answers across 1 category. Best position: AI image generation, 16% answer share, ranked #11, named first in 0%.

## What Freepik is

Freepik is an AI creative platform for creatives, enterprises, agencies and studios creating image, video, audio and 3D work. It brings AI tools for these formats into one platform.

Users can generate, edit, resize and upscale images, and generate video shots and scenes with editing controls. Its Spaces canvas supports teams exploring, automating and collaborating on reproducible workflows. Freepik also offers MCP and API access, which use plan credits.

Pricing: MCP and API access run on credits, like the rest of the plan.
(From Freepik's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #11 of 15 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash |

## What the models said

> "If you want to experiment cheaply across many models, Krea's free tier or a Freepik subscription is the best value."
> — Claude Fable 5, AI image generation

> "If budget or flexibility matters more, Freepik/Magnific or Krea give you access to many models under one subscription rather than juggling several tools."
> — Claude, AI image generation


---

# Freshsales: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/freshsales
Website: https://www.freshworks.com

Freshsales was named in 11 of 50 AI answers across 1 category. Best position: CRM for startups, 22% answer share, ranked #9, named first in 2%.

## What Freshsales is

Freshsales is an AI-powered sales customer relationship management system. It is intended for sales teams that need a central place to manage customer relationships and sales activity.

The product uses artificial intelligence to support selling and help users close deals faster. It brings sales work into a CRM environment, giving teams a system for managing their sales process and customer information.

(From Freshsales's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #9 of 13 | 22% | 2% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Freshsales or Close if your reps live on the phone and rely heavily on multichannel sales sequences."
> — Gemini, CRM for startups

> "Choose Freshsales Pro if calling, email outreach and sequences should be native."
> — GPT-5.6 Sol, CRM for startups


---

# Frontegg: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/frontegg
Website: https://frontegg.com

Frontegg was named in 7 of 50 AI answers across 1 category. Best position: Authentication for developers, 14% answer share, ranked #15, named first in 0%.

## What Frontegg is

Frontegg is a low-code customer identity and access management platform for customer-facing SaaS applications. It is for teams building SaaS products that need to manage customer identity and access. A free starting option is stated.

The platform secures entry points into SaaS applications and provides customer identity and access management capabilities. Teams use its low-code tools to add these identity capabilities to their applications.

Pricing: A free starting option is stated.
(From Frontegg's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #15 of 17 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |


---

# FullStory: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fullstory
Website: https://www.fullstory.com

FullStory was named in 15 of 50 AI answers across 1 category. Best position: Product analytics, 30% answer share, ranked #6, named first in 0%.

## What FullStory is

FullStory is a software platform for analysing digital user and employee behaviour. It is built for teams that improve customer digital experiences and internal employee workflows, helping them identify friction and assess how people use digital tools.

The platform records interactions for analysis and maps journeys from entry to conversion. It provides session replay, heatmaps, funnels and dashboards. FullStory can also provide in-product guidance and collect survey feedback. Its workforce product captures tool usage through a browser extension.

(From FullStory's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #6 of 13 | 30% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "LogRocket or FullStory If your primary concern is discovering users get stuck or where bugs occur rather than looking at high-level aggregated charts, session recording tools are ideal."
> — Gemini, Product analytics

> "If your main need is session replay and UX debugging, FullStory or LogRocket are better fits than classic analytics suites."
> — Perplexity, Product analytics

> "Add Pendo if in-app adoption is a primary outcome; add or consider FullStory/Contentsquare when digital experience and replay are the center of gravity."
> — ChatGPT, Product analytics

> "Top Product Analytics Tools Compared The consistently top-cited platforms right now are Amplitude, Mixpanel, Heap, Pendo, PostHog, FullStory, and Hotjar, with GA4 as a common baseline."
> — Claude Fable 5, Product analytics


---

# FusionAuth: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/fusionauth
Website: https://fusionauth.io

FusionAuth was named in 5 of 50 AI answers across 1 category. Best position: Authentication for developers, 10% answer share, ranked #16, named first in 0%.

## What FusionAuth is

FusionAuth is authentication and user access management software for applications. It is built for teams running critical systems across web, mobile, desktop and console apps. It offers a Free Community Edition and can be self-hosted or run in FusionAuth cloud.

FusionAuth authenticates users through passwords, passwordless methods, single sign-on, multi-factor authentication, OAuth2, OIDC and SAML v2. Its API-driven identity capabilities support custom login flows. Teams can manage tenants, users, applications, groups and access controls, including multi-tenant structures.

Pricing: It offers a Free Community Edition and states that users, regions, and workloads can scale without growth penalties.
(From FusionAuth's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #16 of 17 | 10% | 0% | Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |


---

# Galileo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/galileo
Website: https://galileo.ai

Galileo was named in 8 of 50 AI answers across 1 category. Best position: LLM observability and evals, 16% answer share, ranked #13, named first in 0%.

## What Galileo is

Galileo is an AI observability and evaluation platform for enterprises and developers building AI systems. It supports teams that need to assess how their agents and other AI applications behave in development and production.

The platform builds datasets from synthetic, development and production data. It creates and tunes evaluations using live feedback, then turns those evaluations into production guardrails. Galileo also analyses agent behaviour to identify failure modes and prescribe fixes.

(From Galileo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #13 of 13 | 16% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Arize or Galileo if you work in an enterprise setting that requires robust governance, embedding drift tracking, or specialized guardrails."
> — Gemini, LLM observability and evals


---

# Gemini CLI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gemini-cli
Website: https://geminicli.com

Gemini CLI was named in 14 of 50 AI answers across 1 category. Best position: AI coding agents, 28% answer share, ranked #9, named first in 0%.

## What Gemini CLI is

Gemini CLI is a terminal tool for querying and editing codebases, generating apps, and automating workflows with AI. It is intended for people who work from the command line and need help with code and development tasks. Gemini CLI has an unpaid tier.

It works through the terminal, where users can query and edit large codebases. It can generate apps from images or PDFs, using those files as inputs for development work. It also automates complex workflows from the terminal.

Pricing: Gemini CLI has an unpaid tier.
(From Gemini CLI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #9 of 12 | 28% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you live in the terminal, start with a terminal/CLI agent like Claude Code, OpenAI Codex CLI, Aider, OpenCode, or Gemini CLI."
> — Sonar Reasoning Pro, AI coding agents

> "In fact, for open source, opencode has 199,640 stars, ahead of Claude Code at 142,130, Codex at 109,229, and Gemini CLI at 106,596."
> — Claude, AI coding agents


---

# Ghost: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/ghost
Website: https://ghost.org

Ghost was named in 48 of 50 AI answers across 1 category. Best position: Newsletter platforms, 96% answer share, ranked #3, named first in 6%.

## What Ghost is

Ghost is an open-source publishing platform for professional publishers, including independent journalists and writers. It supports website creation, content publishing, newsletters and paid subscriptions. Ghost(Pro) plans start at $30 USD a month when billed yearly, with Custom pricing for complex needs.

Users can build a website by changing design settings or applying custom themes, then publish posts and distribute them by email newsletter. Signup forms convert visitors into members on free or paid subscriptions. Ghost supports audience segmentation, engagement analytics and promotional offers for subscribers.

Pricing: Ghost(Pro) has monthly plans billed yearly, starting at $30 USD per month for Starter, with Custom pricing for complex needs.
Founded: 2013
(From Ghost's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #3 of 10 | 96% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Ghost if you already have an audience, expect to make over $500/month, and want custom design + 0% platform fees."
> — Gemini, Newsletter platforms

> "Choose self-hosted Ghost only if you are comfortable managing hosting, updates, backups, and a bulk-email provider."
> — ChatGPT, Newsletter platforms

> "Choose Ghost if you want: your own publication website, 0% platform fees, a more ownership-focused setup."
> — Perplexity, Newsletter platforms

> "Choose Ghost if you want a beautiful, professional, independent website with a built-in paywall, and you value complete design freedom."
> — Gemini 3.5 Flash, Newsletter platforms


---

# GitHub Copilot: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/github-copilot
Website: https://github.blog

GitHub Copilot was named in 86 of 100 AI answers across 2 categories. Best position: AI coding agents, 98% answer share, ranked #3, named first in 4%.

## What GitHub Copilot is

GitHub Copilot includes a coding agent for Copilot Enterprise and Copilot Pro+ customers. It works on assigned software-development tasks and proposes changes through pull requests.

The agent starts when a user assigns it a GitHub issue or prompts it in VS Code. It creates a development environment with GitHub Actions, analyses the codebase and pushes commits to a draft pull request. It can use configured MCP servers and images attached to issues, tag users for review, and respond to review comments with proposed code changes. Human approval is required before its pull requests run CI/CD workflows.

Pricing: Beginning June 4, 2025, the coding agent uses one premium request for each model request it makes.
(From GitHub Copilot's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #3 of 12 | 98% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI code review (https://www.memetik.ai/index/ai-code-review) | #3 of 13 | 74% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "My recommendation for a fast-moving startup Start with GitHub Copilot code review if you're already paying for Copilot."
> — Claude Opus 5, AI code review

> "If you’re selecting for an organization: choose GitHub Copilot, especially when GitHub integration and IDE flexibility matter."
> — GPT-5.6 Sol, AI coding agents

> "Choose Copilot if your company already supports it and you want the least organizational friction."
> — GPT-5.6 Luna, AI coding agents

> "Top AI code-review options as of September 2, 2026 For most teams, the strongest shortlist is GitHub Copilot code review, CodeRabbit, and Qodo."
> — ChatGPT, AI code review


---

# Gong: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gong
Website: https://www.gong.io

Gong was named in 13 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 26% answer share, ranked #12, named first in 2%.

## What Gong is

Gong is a revenue AI system for revenue teams, including frontline representatives, managers and leaders. It turns customer interactions into revenue outcomes by bringing information from those interactions into the team's work.

Gong captures every interaction and analyses what is working. It automates the next actions, provides revenue context and supplies an execution layer for AI agents. Its applications support revenue workflows across the team.

(From Gong's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #12 of 19 | 26% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Gong only if you are an enterprise organization with 50+ reps, a massive budget, and a need for high-level pipeline forecasting."
> — Gemini 3.5 Flash, AI meeting notetakers

> "Pick Gong only if you have the budget and organizational need for enterprise-grade revenue intelligence beyond notes."
> — ChatGPT, AI meeting notetakers

> "If your priority is sales coaching and deal intelligence, look at Gong; if you want lower-cost CRM-native sales notes, look at Laxis or Bluedot."
> — Perplexity, AI meeting notetakers

> "Look at Gong or Attention / Avoma as mid-market alternatives."
> — Claude Opus 5, AI meeting notetakers


---

# Google: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/google
Website: https://aistudio.google.com

Google was named in 68 of 100 AI answers across 2 categories. Best position: LLM APIs, 100% answer share, ranked #2, named first in 4%.

## What Google is

Google AI Studio is a product for developers building with the Gemini API and Google AI models. It gives them a place to work with Gemini, Veo, Nano Banana and other models.

It provides API key management, resource-usage monitoring and SDKs for Python, JavaScript, Go, Java and C++. Developers can build stateful, multi-turn agents with managed tool execution and conversation history. It also supports function calling and tools, including Search and Maps grounding.

(From Google's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #2 of 15 | 100% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #5 of 17 | 36% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Best price/performance alternative: test Gemini 3.7 Flash, especially for coding, multimodal, or agentic workloads."
> — GPT-5.6 Sol, LLM APIs

> "Start with Google Cloud if multilingual enterprise deployment, SSML, or Google Cloud integration is central."
> — GPT-5.6 Luna, AI voice generation

> "Choose Google Gemini if you are building RAG applications over huge files or analyzing audio/video."
> — Gemini 3.5 Flash, LLM APIs

> "Choose Gemini if your app needs very long context, multimodal inputs, or lower cost at scale."
> — Perplexity, LLM APIs


---

# Google Analytics: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/google-analytics
Website: https://developers.google.com

Google Analytics was named in 11 of 50 AI answers across 1 category. Best position: Product analytics, 22% answer share, ranked #7, named first in 0%.

## What Google Analytics is

Google Analytics is a platform for understanding website and app performance. It is built for website and app owners, marketers, data analysts and developers who need to measure activity across digital properties.

It works through website and app tagging, which collects measurement data. Users can configure events or ecommerce activity to track relevant interactions and transactions. Google Analytics also provides APIs and developer products that support automated measurement and reporting solutions.

(From Google Analytics's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #7 of 13 | 22% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "However, GA4 is best suited for web attribution rather than in-product behavioral analysis."
> — Claude, Product analytics

> "Top Product Analytics Tools Compared The consistently top-cited platforms right now are Amplitude, Mixpanel, Heap, Pendo, PostHog, FullStory, and Hotjar, with GA4 as a common baseline."
> — Claude Fable 5, Product analytics

> "The top product analytics tools in 2026 are Amplitude, Mixpanel, PostHog, Heap, Pendo, and FullStory, with others like LogRocket, Hotjar, and GA4 filling more specialized or adjacent roles."
> — Sonar Reasoning Pro, Product analytics


---

# Google Cloud: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/google-cloud
Website: https://cloud.google.com

Google Cloud was named in 30 of 50 AI answers across 1 category. Best position: App hosting for startups, 60% answer share, ranked #6, named first in 2%.

## What Google Cloud is

Google Cloud is a cloud platform with more than 150 products for AI, infrastructure, databases, analytics and application development. It is built for developers and AI builders. New customers receive $300 in free credits to try popular products.

The platform provides a managed AI environment with foundation models for building AI agents and generative AI applications. It runs virtual machines, containers and serverless applications, alongside object storage and managed SQL databases. Its Storage Transfer Service moves data between cloud and on-premises storage systems.

Pricing: New customers get $300 in free credits to try popular products.
(From Google Cloud's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #6 of 18 | 60% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For a typical production web app in 2026, I’d recommend Google Cloud Run as the default hosting platform."
> — ChatGPT, App hosting for startups

> "Choose Cloud Run if you already use Docker and want strong autoscaling without managing Kubernetes."
> — GPT-5.6 Sol, App hosting for startups

> "The Vibe: "Managed Cloud." Best for people who want the raw power of DigitalOcean, AWS, or Google Cloud, but don't want to manage a command-line server."
> — Gemini 3.5 Flash, App hosting for startups

> "You prefer a simpler, cheaper cloud than AWS/GCP but still need scalability and root access."
> — Sonar Reasoning Pro, App hosting for startups


---

# Google Cloud SQL: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/google-cloud-sql

Google Cloud SQL was named in 33 of 50 AI answers across 1 category. Best position: Databases for startups, 66% answer share, ranked #4, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #4 of 17 | 66% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose RDS or Cloud SQL when cloud integration matters Use AWS RDS PostgreSQL if most of your application is already on AWS."
> — GPT-5.6 Sol, Databases for startups

> "Choose Aurora PostgreSQL or AlloyDB only if performance, HA, read scaling, or workload volatility warrants their added platform specificity."
> — ChatGPT, Databases for startups

> "Google Cloud SQL Cloud SQL is a conventional managed relational service for PostgreSQL, MySQL, and SQL Server."
> — GPT-5.6 Luna, Databases for startups

> "As you scale and need tighter integration with cloud infra you're already using, migrating to Amazon RDS/Aurora or Google Cloud SQL becomes the natural next step."
> — Claude, Databases for startups


---

# Google Meet: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/google-meet
Website: https://knowledge.workspace.google.com

Google Meet was named in 17 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 34% answer share, ranked #8, named first in 0%.

## What Google Meet is

Google Meet is a meeting service for organisations using Google Workspace. Its AI note-taking feature is managed by Workspace administrators and is supported in Business Standard, Business Plus, Enterprise Standard and Enterprise Plus editions.

Administrators can enable AI note-taking for users and control access to the notes it generates. Gemini creates meeting notes, including shared presentations in multimodal notes. After a meeting, the notes are sent as a Google Doc to the organiser and the person who started note-taking. For meetings scheduled through Calendar, the notes are also attached to the meeting.

Pricing: The feature is supported in Business Standard, Business Plus, Enterprise Standard, and Enterprise Plus editions.
(From Google Meet's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #8 of 19 | 34% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want, I can also turn this into a “best by use case” shortlist for your exact situation, like sales teams, Google Meet users, Zoom-heavy teams, or privacy-first workflows."
> — Perplexity, AI meeting notetakers

> "The Heavy Hitters These tools send a visible AI "bot" assistant to join your Zoom, Google Meet, or Microsoft Teams calls."
> — Gemini 3.5 Flash, AI meeting notetakers

> "Also worth knowing Zoom AI Companion, Google Gemini in Meet, and Microsoft Teams Copilot are now bundled into plans you may already pay for."
> — Claude Opus 5, AI meeting notetakers


---

# GPT Image: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gpt-image
Website: https://www.adobe.com

GPT Image was named in 34 of 50 AI answers across 1 category. Best position: AI image generation, 68% answer share, ranked #4, named first in 6%.

## What GPT Image is

GPT Image 2 is an OpenAI image-generation model available in Adobe Firefly. It is for people using Firefly and Firefly Boards to create or edit images.

Users select GPT Image 2 from Firefly’s Model dropdown menu, then upload a reference image or write a prompt. They can add instructions to generate an image or add, remove, and modify parts of an image or photo. Users can review variations, download a result, or generate further variations.

(From GPT Image's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #4 of 15 | 68% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "ChatGPT / GPT Image 1.5 Highlighted as a best overall AI image generator thanks to ease of use and conversational refinement."
> — Sonar Reasoning Pro, AI image generation

> "Choose ChatGPT if you want to brainstorm, need text in your images, and want a simple conversational editor."
> — Gemini 3.5 Flash, AI image generation

> "Choose DALL-E 3 if you want a simple, chat-based experience without learning complex prompting syntax."
> — Gemini, AI image generation

> "If you want the easiest “talk to the image and revise it” workflow: choose ChatGPT Images."
> — ChatGPT, AI image generation


---

# Grain: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/grain

Grain was named in 4 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 8% answer share, ranked #17, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #17 of 19 | 8% | 0% | ChatGPT, Claude Opus 5, Claude |

## What the models said

> "Pick Grain if you want a simpler, less enterprise-heavy note-taking tool that still pushes excellent call summaries into HubSpot or Salesforce."
> — ChatGPT, AI meeting notetakers


---

# Granola: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/granola
Website: https://www.granola.ai

Granola was named in 39 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 78% answer share, ranked #3, named first in 38%.

## What Granola is

Granola is an AI notepad for people with back-to-back meetings. It is designed to help them capture and organise what happens across their calls without adding a meeting bot. Basic costs $0 per user per month, Business costs $14, and Enterprise costs $35.

Granola uses computer audio during meetings and syncs with a calendar. Before external meetings, it prepares a Brief. It uses meeting context to turn notes into personal notes, then produces notes, action items and follow-ups when the meeting ends.

Pricing: Basic is $0 per user per month, Business is $14 per user per month, and Enterprise is $35 per user per month.
(From Granola's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #3 of 19 | 78% | 38% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "My advice: start with Granola, since as a founder your priority is discreet capture on high-stakes external calls."
> — Claude Fable 5, AI meeting notetakers

> "Choose Tactiq or Granola if your buyers are highly security-conscious and you cannot have a visible AI bot on your sales calls."
> — Gemini 3.5 Flash, AI meeting notetakers

> "For a founder, the best AI meeting notetaker depends on your workflow, but the strongest specific picks are Shadow, CraftNote, Jamie, Granola, and Fathom."
> — Perplexity, AI meeting notetakers

> "For most startup founders, the strongest options in 2026 are Shadow, Granola, CraftNote, Jamie, Lindy, Sai by Simular, plus Fathom or Fellow as strong baselines."
> — Sonar Reasoning Pro, AI meeting notetakers


---

# Graphite: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/graphite
Website: https://graphite.com

Graphite was named in 15 of 50 AI answers across 1 category. Best position: AI code review, 30% answer share, ranked #9, named first in 2%.

## What Graphite is

Graphite is an AI code review platform for engineering teams that review and merge pull requests. It offers a 30-day free period without requiring a credit card.

It reviews pull requests before merge and includes Chat on the pull request page for examining code changes and addressing CI failures. Graphite supports stacked pull requests, splitting larger changes into smaller sequenced changes. Its stack-aware merge queue lands pull requests in order. It syncs with GitHub and integrates with Git workflows.

Pricing: The first 30 days are free and no credit card is required.
(From Graphite's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #9 of 13 | 30% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Greptile, Graphite, Cursor Bugbot, and Claude Code Review all appear repeatedly and are reasonable to include in a bake-off."
> — Claude Opus 5, AI code review


---

# Greptile: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/greptile
Website: https://www.greptile.com

Greptile was named in 36 of 50 AI answers across 1 category. Best position: AI code review, 72% answer share, ranked #4, named first in 0%.

## What Greptile is

Greptile provides AI agents that review and test pull requests using codebase context. It is built for individual developers, teams, and organisations at scale.

It builds a graph of repository files, functions and dependencies. Parallel agents review pull-request changes, assess effects beyond the diff and flag issues. Greptile also reads engineers’ pull-request comments to learn coding standards. Its TREX agent writes and runs tests for pull requests in a sandbox. It can connect issue context to coding agents through integrations and MCP.

Pricing: Starter is free for one active developer; Pro costs $30 per seat per month with additional credits at $1 each; Enterprise has custom pricing.
(From Greptile's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #4 of 13 | 72% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Greptile instead if your recurring misses are architectural, cross-file, or codebase-context bugs."
> — ChatGPT, AI code review

> "Start with Copilot Code Review since you may already own it, then trial Greptile or CodeRabbit to see if the upgrade justifies the cost."
> — Claude Opus 5, AI code review

> "Choose Greptile if your codebase is large, interconnected, or hard for diff-only tools to understand."
> — Perplexity, AI code review

> "Choose Greptile if your code lives in a complex monorepo or multi-repo architecture."
> — Gemini, AI code review


---

# Groq: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/groq
Website: https://console.groq.com

Groq was named in 57 of 100 AI answers across 2 categories. Best position: Inference hosting, 64% answer share, ranked #7, named first in 10%.

## What Groq is

GroqCloud is an API platform for developers building AI applications. It provides access to language models and related AI capabilities through a single service.

Developers use its OpenAI-compatible API to run LLM inference. The platform supports reasoning, tool use, text generation, vision, multilingual tasks, content moderation, text-to-speech and speech-to-text. It also includes connectors that enable AI agents to work with Gmail, Google Calendar and Google Drive.

(From Groq's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #7 of 18 | 64% | 10% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #7 of 15 | 50% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Groq: best when raw speed is the top priority, especially for latency-sensitive workloads."
> — Perplexity, Inference hosting

> "Groq: best when latency is the product requirement."
> — Perplexity, LLM APIs

> "Route simple tasks to Gemini Flash, DeepSeek, or a lightweight open-source model via Groq/Together, saving 60-80% on token costs."
> — Gemini, LLM APIs

> "If you're optimizing purely for token-generation speed, benchmark Groq specifically for your model of choice."
> — Claude, Inference hosting


---

# GroupApp: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/groupapp

GroupApp was named in 11 of 50 AI answers across 1 category. Best position: Paid community platforms, 22% answer share, ranked #9, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #9 of 13 | 22% | 0% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want the shortest recommendation: choose Circle unless your model is specifically cohort-based learning or course-first, in which case GroupApp or Kajabi may fit better."
> — Perplexity, Paid community platforms

> "At $20k/mo, a 0%-fee platform like Kajabi or GroupApp saves you hundreds monthly."
> — Claude Opus 5, Paid community platforms


---

# Gumloop: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gumloop
Website: https://www.gumloop.com

Gumloop was named in 36 of 100 AI answers across 2 categories. Best position: AI agent builders, 48% answer share, ranked #4, named first in 4%.

## What Gumloop is

Gumloop is software for building and managing AI agents for work. It is designed for teams that want their experts to create agents for the tasks they understand.

Teams build agents using company knowledge and live context from connected tools. Agents can run when an app trigger occurs or as recurring tasks. Gumloop provides more than 300 connectors, skills and tools for building artefacts.

(From Gumloop's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #4 of 20 | 48% | 4% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #6 of 14 | 24% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Gumloop if your agent's primary job is web scraping, data crunching, and working with spreadsheets."
> — Gemini 3.5 Flash, AI agent builders

> "Gumloop: best if you want the easiest no-code experience and natural-language-style agent building; it is described as especially strong for beginners and teams without technical background."
> — Perplexity, AI agent builders

> "If your team is very ops/integration‑heavy or wants natural‑language agent creation, Gumloop or Zapier are excellent alternatives."
> — Sonar Reasoning Pro, AI agent builders

> "Dedicated agent builders Botpress, Voiceflow, Relevance AI, Gumloop, Stack AI, and MindStudio appear repeatedly across the independent lists."
> — Claude Opus 5, AI agent builders


---

# Gumroad: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gumroad
Website: https://gumroad.com

Gumroad was named in 48 of 100 AI answers across 2 categories. Best position: Creator monetization platforms, 82% answer share, ranked #2, named first in 22%.

## What Gumroad is

Gumroad is a platform for creators selling digital products, courses, memberships and subscriptions online. It is for people who want to sell their knowledge, products or side projects directly to customers.

Sellers can build a storefront or add selling tools to an existing website. Gumroad handles one-time, recurring and fixed-length payments in the seller’s currency. It also provides payment processing, analytics, email broadcasts and automated workflows. Sellers can run memberships and subscriptions, generate software licence keys and add lightweight DRM to digital products.

(From Gumroad's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #2 of 16 | 82% | 22% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #12 of 15 | 14% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5 |

## What the models said

> "Choose Gumroad or Payhip if you want zero monthly costs upfront and need to sell simple digital downloads immediately."
> — Gemini, Creator monetization platforms

> "Gumroad: best for launching quickly Gumroad remains one of the easiest ways to upload a file, create a checkout and start selling."
> — GPT-5.6 Sol, Creator monetization platforms

> "Kit supports digital products and subscriptions.) | My practical recommendation If starting from scratch Start with Gumroad or Podia."
> — GPT-5.6 Luna, Creator monetization platforms

> "Blink has quickly risen as a premier modern alternative for creators leaving Gumroad and Lemon Squeezy."
> — Gemini 3.5 Flash, Creator monetization platforms


---

# Gusto: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/gusto
Website: https://gusto.com

Gusto was named in 50 of 50 AI answers across 1 category. Best position: Payroll for startups, 100% answer share, ranked #1, named first in 86%.

## What Gusto is

Gusto is a platform for payroll, HR, benefits, hiring and time management. It is built for small businesses and their growing teams.

It syncs team hours, paid time off and holidays with payroll, and files payroll taxes with government agencies. Team members can clock in and out through a browser, mobile app or tablet kiosk. Gusto also creates and shares schedules, compares planned shifts with actual hours worked, and syncs approved time off with payroll and calendars.

Pricing: Time tracking is available on the Plus plan at $80 a month plus $12 per person; Premium pricing depends on organization size.
(From Gusto's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #1 of 14 | 100% | 86% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Bottom line: start with Gusto Plus unless international hiring or an all-in-one HR/IT system is a near-term priority."
> — GPT-5.6 Luna, Payroll for startups

> "Go with Gusto if you are a small, nimble, US-only team that wants something cheap, easy, and reliable."
> — Gemini 3.5 Flash, Payroll for startups

> "Choose Gusto if you want an affordable, intuitive, "set-it-and-forget-it" system for a US-based team."
> — Gemini, Payroll for startups

> "Choose Gusto or OnPay if you want simple, affordable, highly-rated payroll without extra complexity."
> — Claude, Payroll for startups


---

# Hailuo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hailuo
Website: https://hailuoai.video

Hailuo was named in 5 of 50 AI answers across 1 category. Best position: AI video generation, 10% answer share, ranked #14, named first in 0%.

## What Hailuo is

Hailuo AI is a tool for creating videos and images with AI. It is for people who want to generate visual content from written descriptions. New users receive 3,000 free credits to start creating.

Users enter a text prompt describing the video they want to make. The video tool can use up to 12 references. Hailuo also includes an image-creation option and offers Hailuo Agent.

Pricing: It offers 3,000 free credits to start creating.
(From Hailuo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #14 of 16 | 10% | 0% | Claude, Gemini, Perplexity, Sonar Reasoning Pro |


---

# Heap: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/heap
Website: https://www.heap.io

Heap was named in 31 of 50 AI answers across 1 category. Best position: Product analytics, 62% answer share, ranked #4, named first in 0%.

## What Heap is

Heap is a product analytics platform for product teams and other teams that need to understand user behaviour in web and mobile products.

It uses one code snippet to automatically capture views, clicks, swipes and form fills. Teams can also use Smart Capture, manual tracking and server-side events. Session replay shows the context around user actions. Sense AI lets users ask questions about customer behaviour in everyday language.

(From Heap's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #4 of 13 | 62% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Heap when… You do not yet trust your instrumentation plan or need to answer questions about behavior you did not anticipate tracking."
> — GPT-5.6 Luna, Product analytics

> "If you want zero/low instrumentation overhead, Heap is usually the best fit because of autocapture."
> — Perplexity, Product analytics

> "Choose Heap if your dev resources are constrained and you want auto-tracking out of the box."
> — Gemini, Product analytics

> "Product analytics tools: the 2026 shortlist As of September 2, 2026, the strongest general-purpose options are Amplitude, Mixpanel, PostHog, Heap/Contentsquare, and Pendo."
> — GPT-5.6 Sol, Product analytics


---

# Heartbeat: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/heartbeat
Website: https://www.heartbeat.chat

Heartbeat was named in 14 of 50 AI answers across 1 category. Best position: Paid community platforms, 28% answer share, ranked #8, named first in 2%.

## What Heartbeat is

Heartbeat is a platform for creators and coaches building a community business. It brings memberships, courses, events and payments into one place.

It provides organised channels, threaded discussions, direct messaging, member profiles and roles. Courses can include lessons, modules, progress tracking, quizzes, assignments and completions. Heartbeat also runs live video events with RSVPs, reminders, calendar sync, recordings and replays. It supports subscriptions, one-time and tiered pricing through built-in checkout and member billing.

Pricing: Heartbeat offers a 14-day free trial, then plans starting at $49 per month, with transaction fees that vary by plan.
(From Heartbeat's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #8 of 13 | 28% | 2% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Heartbeat if you are running a group coaching program and need calendar integrations and automated member-matching."
> — Gemini 3.5 Flash, Paid community platforms


---

# Hedra: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hedra
Website: https://www.hedra.com

Hedra was named in 8 of 50 AI answers across 1 category. Best position: AI avatar video, 16% answer share, ranked #10, named first in 0%.

## What Hedra is

Hedra provides models and infrastructure for visual intelligence. It is intended for people and teams doing creative work, as well as developers building products that need access to visual models and compute.

Its Creative Studio agent supports creative work by connecting data and tools, with reusable skills that can be applied across tasks. Developers can use Hedra’s API to access compute, models and infrastructure. Hedra also runs managed diffusion on a customer’s own cluster, allowing the underlying workload to operate within that customer environment.

(From Hedra's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #10 of 15 | 16% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you just want one photo to speak, start with Hedra."
> — Claude Opus 5, AI avatar video

> "The top AI avatar video tools in 2026 are HeyGen, Synthesia, Colossyan, D‑ID, DeepBrain AI Studios, Hedra, and Creatify; they differ mainly in target use case, realism, interactivity, and price."
> — Sonar Reasoning Pro, AI avatar video


---

# Helicone: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/helicone
Website: https://www.helicone.ai

Helicone was named in 28 of 50 AI answers across 1 category. Best position: LLM observability and evals, 56% answer share, ranked #6, named first in 0%.

## What Helicone is

Helicone is an AI gateway and LLM observability product for AI teams and engineers building AI applications. It supports routing, debugging and analysis across AI model providers. It offers a seven-day free trial without requiring a credit card.

Users access models through the OpenAI SDK and can switch providers by changing the model name. Helicone routes requests through one interface, selecting models by cost, speed, accuracy or availability. It also provides load balancing, failovers and response caching. The product logs requests in real time, visualises multi-step LLM interactions, and provides cross-provider insights into hallucinations, abuse, errors and performance issues.

Pricing: It offers a 7-day free trial with no credit card required.
(From Helicone's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #6 of 13 | 56% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Helicone if you just want to drop in a base URL to instantly track latency, cost, and cache prompts."
> — Gemini 3.5 Flash, LLM observability and evals


---

# Heroku: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/heroku
Website: https://www.heroku.com

Heroku was named in 16 of 50 AI answers across 1 category. Best position: App hosting for startups, 32% answer share, ranked #11, named first in 2%.

## What Heroku is

Heroku is a platform as a service for developers, teams and businesses deploying, managing and scaling modern applications. It supports applications of different sizes and includes application metrics, threshold alerting and autoscaling at no extra cost.

Developers push code through the CLI, GitHub or continuous integration to a build system that prepares an app to run. Applications run in dynos, containers within a managed runtime environment. Heroku provides managed services including Heroku Postgres, Heroku Key-Value Store and Apache Kafka on Heroku, alongside add-ons, buildpacks, buttons, alerts, metrics and autoscaling.

Pricing: Application metrics, Threshold Alerting, and Autoscaling are available with no extra cost.
(From Heroku's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #11 of 18 | 32% | 2% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Coolify on a VPS Coolify is an open-source, self-hosted alternative to Vercel/Heroku."
> — Gemini 3.5 Flash, App hosting for startups

> "Use Render if you want a clean, Heroku-like experience for backend services and full-stack apps."
> — Perplexity, App hosting for startups


---

# Hetzner: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hetzner
Website: https://www.hetzner.com

Hetzner was named in 13 of 50 AI answers across 1 category. Best position: App hosting for startups, 26% answer share, ranked #12, named first in 0%.

## What Hetzner is

Hetzner provides dedicated servers, cloud servers, managed servers, web hosting, storage and custom infrastructure solutions. It is for beginners and businesses that need hosting, servers, file storage or tailored hardware setups.

Customers can choose dedicated root servers or flexible cloud servers, while managed servers cover technical server operations. Hetzner also provides web hosting for homepages and storage products for storing, sharing and accessing files. Prices stated start at €1.60 for web hosting, €3.20 for Storage Boxes, €4.29 for Storage Share, €5.99 for Cloud, €34.00 for Managed Servers, €59.00 for Dedicated Servers and €60.70 for the Server Auction.

Pricing: Products are stated as starting at €1.60 for web hosting, €3.20 for Storage Boxes, €4.29 for Storage Share, €5.99 for Cloud, €34.00 for Managed Servers, €59.00 for Dedicated Servers, and €60.70 for the Server Auction.
(From Hetzner's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #12 of 18 | 26% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "You rent a Virtual Private Server from a provider like Hetzner, DigitalOcean, or Linode, install Coolify with a single terminal command, and use it as your private, free Heroku/Railway alternative."
> — Gemini 3.5 Flash, App hosting for startups

> "Containerized app, want control and low cost → Fly.io, or a Hetzner box with Coolify."
> — Claude Opus 5, App hosting for startups

> "Benchmarks often find Hetzner to give the most resources per dollar for Next.js apps."
> — Sonar Reasoning Pro, App hosting for startups


---

# HeyGen: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/heygen
Website: https://www.heygen.com

HeyGen was named in 74 of 100 AI answers across 2 categories. Best position: AI avatar video, 100% answer share, ranked #1, named first in 92%.

## What HeyGen is

HeyGen is an AI video tool that creates videos featuring an avatar of the user. It is used by developers and leading companies. A free starting option is stated.

Its Avatar V keeps one identity across videos. It learns how a person talks, gestures and moves from a recording, then generates video with wide, medium and close-up shots. HeyGen also provides lip-sync in more than 175 languages and dialects.

Pricing: A free starting option is stated.
(From HeyGen's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #1 of 15 | 100% | 92% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #5 of 16 | 48% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with HeyGen if you want the absolute best visual quality of yourself or a realistic avatar for public-facing marketing."
> — Gemini 3.5 Flash, AI avatar video

> "My actual advice For straightforward talking-head videos, go with HeyGen unless you're in enterprise L&D or running paid ads."
> — Claude Opus 5, AI avatar video

> "If you want the most realistic avatars, fast turnaround, and personalized sales videos with a clone of yourself, go with HeyGen."
> — Claude Fable 5, AI avatar video

> "Manus and HeyGen’s comparative tests both call Runway the best for filmmakers / advanced creative control."
> — Sonar Reasoning Pro, AI video generation


---

# Higgsfield: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/higgsfield
Website: https://higgsfield.ai

Higgsfield was named in 16 of 100 AI answers across 2 categories. Best position: AI video generation, 26% answer share, ranked #11, named first in 0%.

## What Higgsfield is

Higgsfield is an AI-native creative suite for generating and editing video and images. It is intended for people creating video and image content.

The suite provides creative controls for video generation. It can transfer motion into new scenes, or swap details while keeping the rest of a filmed video. It can upscale video to 4K. For images, it can keep outputs consistent with a locked style.

(From Higgsfield's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #11 of 16 | 26% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #14 of 15 | 6% | 0% | Claude, Gemini, Sonar Reasoning Pro |

## What the models said

> "If you are making cinematic, high-concept, or artistic videos, use Higgsfield AI to access Kling 3.0 or Google Veo 3.1."
> — Gemini 3.5 Flash, AI video generation

> "HeyGen's list puts HeyGen at #1; Higgsfield's list concludes you should use Higgsfield; PixVerse's list leads with PixVerse."
> — Claude Opus 5, AI video generation

> "You want a free/low-cost way to experiment with cinematic short clips, using multiple engines behind the scenes: → Pick Magic Hour or a multi‑model studio like OpenArt or Higgsfield’s Cinema Studio."
> — Sonar Reasoning Pro, AI video generation


---

# Hopp: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hopp
Website: https://www.hopp.co

Hopp was named in 7 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 14% answer share, ranked #10, named first in 6%.

## What Hopp is

Hopp is a link-in-bio tool for creators, influencers and businesses. It brings content, products and business tools together on one page. Users can start for free.

It lets users sell products and merchandise while managing inventory, pricing, orders, payments and fulfilment. They can take bookings for sessions, classes, coaching, consulting and events, and capture leads through forms in Hopp CRM. Hopp also automates welcome emails, cart recovery and follow-ups. Trackable short links and analytics show clicks, sales and audience behaviour.

Pricing: Users can start for free.
(From Hopp's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #10 of 13 | 14% | 6% | Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Hopp's article puts Hopp on top, Viraly's puts Viraly at #1, ShareB.io's features ShareB.io, taap.bio's promotes taap.bio."
> — Claude Opus 5, Link-in-bio tools

> "Use Hopp by Wix if you want a more durable hub with stronger long-term growth and search visibility than a basic link stack."
> — Perplexity, Link-in-bio tools


---

# Hostinger: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hostinger
Website: https://www.hostinger.com

Hostinger was named in 49 of 100 AI answers across 2 categories. Best position: AI website builders, 76% answer share, ranked #2, named first in 2%.

## What Hostinger is

Hostinger is a platform for building, launching, managing and growing websites and online businesses. It is designed for creators, small brands, agencies and high-traffic projects.

Users can describe a website, app or custom tool, then refine it with prompts during creation. The platform provides hosting, domains, business email and website migration. It includes ecommerce features with 0% transaction fees, while Hostinger Agent can help users migrate, fix, edit and manage sites through chat. AI email marketing supports campaign creation, subscriber re-engagement and results viewing.

Pricing: Website plans are paid upfront, with the monthly rate calculated from the total plan price divided by the plan length; shown 48-month plans start at $2.99 per month and renew at stated monthly rates.
(From Hostinger's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #2 of 16 | 76% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #13 of 18 | 22% | 14% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Hostinger if you want the cheapest, fastest, and most straightforward option to get a professional online presence."
> — Gemini 3.5 Flash, AI website builders

> "For example, one tested roundup puts Bluehost first, while another major review outlet names Hostinger best overall."
> — Perplexity, App hosting for startups

> "Choose Hostinger for value, Squarespace for aesthetics, and Shopify if ecommerce is the core business."
> — GPT-5.6 Luna, AI website builders

> "Another guide echoes this, noting for most new websites, Hostinger offers the strongest combination of price, performance, features, and ease of use."
> — Claude, App hosting for startups


---

# Hotjar: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hotjar
Website: https://contentsquare.com

Hotjar was named in 9 of 50 AI answers across 1 category. Best position: Product analytics, 18% answer share, ranked #9, named first in 0%.

## What Hotjar is

Hotjar is an experience analytics platform for enterprise and mid-market brands. It helps them understand what users do on a website or app and why.

It uses heatmaps and attention maps to show where users click, hover and scroll. Session replays reveal struggles and errors, while JavaScript error monitoring tracks issues across pages. Funnel analysis shows where users drop off. Surveys and feedback widgets collect direct user feedback.

Pricing: It has a Free plan at €0, while Growth is listed at €49 or €39.
(From Hotjar's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #9 of 13 | 18% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Some startup‑focused guides explicitly say “Mixpanel is the best product analytics tool for startups in 2026” and recommend Mixpanel free tier plus a UX/recording tool like Hotjar."
> — Sonar Reasoning Pro, Product analytics

> "Top Product Analytics Tools Compared The consistently top-cited platforms right now are Amplitude, Mixpanel, Heap, Pendo, PostHog, FullStory, and Hotjar, with GA4 as a common baseline."
> — Claude Fable 5, Product analytics


---

# HubSpot: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hubspot
Website: https://www.hubspot.com

HubSpot was named in 57 of 100 AI answers across 2 categories. Best position: CRM for startups, 100% answer share, ranked #1, named first in 64%.

## What HubSpot is

HubSpot is an agentic customer platform for businesses with marketing, sales and customer-service teams. It brings these functions together and offers free tools alongside premium software, including a Small Business Bundle with Starter editions at one low price.

It connects business data in a Smart CRM and provides products for marketing, sales, service, content, data, revenue and AI agents. Teams can run campaigns, manage sales pipelines, support customers, publish content and manage payments. Its AI agents handle customer inquiries, prospecting and questions about customer data.

Pricing: HubSpot offers free tools and premium software, including a Small Business Bundle with Starter editions at one low price.
(From HubSpot's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #1 of 13 | 100% | 64% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #13 of 20 | 14% | 0% | ChatGPT, GPT-5.6 Luna, Claude, Gemini 3.5 Flash |

## What the models said

> "There isn’t one universal “best,” but for most early-stage startups I’d choose Attio or HubSpot, depending on your motion."
> — ChatGPT, CRM for startups

> "For a startup planning to scale to ~50 reps, the strongest affordable picks are Zoho CRM, HubSpot, and Pipedrive."
> — Claude Fable 5, CRM for startups

> "Several guides explicitly recommend HubSpot Free at this stage because the priority is forming the habit, not optimizing the tool."
> — Sonar Reasoning Pro, CRM for startups

> "Choose HubSpot if you want an all-in-one suite and have the budget to handle scaling price tiers later on."
> — Gemini 3.5 Flash, CRM for startups


---

# Hugging Face: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hugging-face
Website: https://huggingface.co

Hugging Face was named in 48 of 50 AI answers across 1 category. Best position: Inference hosting, 96% answer share, ranked #1, named first in 34%.

## What Hugging Face is

Hugging Face is a platform for the machine learning community and teams building AI. It brings together models, datasets and applications so people can collaborate on machine learning work.

The platform hosts public models, datasets and applications, alongside an open-source machine learning software stack. Teams can access models through a unified API, use inference endpoints to run them in applications, and use GPUs for compute. Team and Enterprise plans start at $20 per user per month, while GPU compute starts at $0.60 per hour.

Pricing: Team and Enterprise starts at $20 per user per month, and GPU compute starts at $0.60 per hour.
(From Hugging Face's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #1 of 18 | 96% | 34% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Deploy the winner on Hugging Face Inference Endpoints, initially using vLLM for a conventional text-generation model."
> — GPT-5.6 Sol, Inference hosting

> "Recommended specifically as “the best first choice if your model already lives on Hugging Face”."
> — Sonar Reasoning Pro, Inference hosting

> "When I would choose Hugging Face Inference Endpoints instead Choose Hugging Face Inference Endpoints when the Hugging Face Hub is central to your workflow."
> — GPT-5.6 Luna, Inference hosting

> "You can select any model directly from the Hugging Face Hub and deploy it onto dedicated infrastructure with a few clicks."
> — Gemini, Inference hosting


---

# Hume: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hume
Website: https://www.hume.ai

Hume was named in 8 of 50 AI answers across 1 category. Best position: AI voice generation, 16% answer share, ranked #13, named first in 0%.

## What Hume is

Hume provides data, evaluation, measurement and human-feedback products for voice AI teams. It is intended for teams building, testing and improving voice AI systems across specific scenarios and use cases.

Hume collects custom data based on a team’s scenarios, use cases and evaluation requirements. Kairos creates evaluation suites, simulates conversations and tracks regressions. Hume’s API measures voice expression in real time and offline. Its Human Feedback API returns scores, written feedback and aggregated analysis from human raters.

(From Hume's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #13 of 17 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Hume, Listnr and others Tools like LOVO/Genny and Hume are recommended for emotional, character‑driven voices and storytelling."
> — Sonar Reasoning Pro, AI voice generation


---

# Hyperbrowser: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/hyperbrowser
Website: https://www.hyperbrowser.ai

Hyperbrowser was named in 4 of 50 AI answers across 1 category. Best position: Browser automation for agents, 8% answer share, ranked #14, named first in 0%.

## What Hyperbrowser is

Hyperbrowser is a cloud browser platform for users running automated browser sessions and agentic workflows. It is built to run browser activity at scale.

Users can control cloud Chrome browsers with Puppeteer, Playwright or Hyperbrowser’s SDKs. The platform also provides web-scraping APIs for extracting structured website data, supports AI agents including Claude, OpenAI, Gemini, Grok and BrowserUse, and offers isolated cloud VMs for agentic workflows.

(From Hyperbrowser's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #14 of 15 | 8% | 0% | Claude, Claude Fable 5, Gemini 3.5 Flash |


---

# Ideogram: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/ideogram
Website: https://ideogram.ai

Ideogram was named in 35 of 50 AI answers across 1 category. Best position: AI image generation, 70% answer share, ranked #3, named first in 0%.

## What Ideogram is

Ideogram is a generative media platform for businesses and creative teams that create and edit images and video. It supports collaborative workflows and private generation, and uses per-request pricing across its supported image and video models.

The platform includes creative apps for removing backgrounds and objects, and for resizing assets. Users can access image and video models through a single API endpoint. It also connects with AI-agent clients through MCP for image generation, editing and model training.

Pricing: It uses per-request pricing billed together across supported image and video models.
(From Ideogram's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #3 of 15 | 70% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want the most inspiring concept generator, choose Midjourney; if you design text-heavy visuals, choose Ideogram."
> — GPT-5.6 Luna, AI image generation

> "Text in images Choose Ideogram first for signage, packaging, thumbnail headlines, infographics, and ads."
> — ChatGPT, AI image generation

> "Choose Ideogram if your images must contain clean text, posters, or typography."
> — Perplexity, AI image generation

> "Choose Ideogram if you are designing logos, typography, or print materials."
> — Gemini, AI image generation


---

# Imagen: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/imagen
Website: https://ai.google.dev

Imagen was named in 11 of 50 AI answers across 1 category. Best position: AI image generation, 22% answer share, ranked #10, named first in 4%.

## What Imagen is

Imagen is Google’s image generation model. It creates images from text prompts and is intended for people who need to generate images from written instructions.

Users provide a text prompt and can request one to four images at a time. Imagen supports settings for image size, aspect ratio and person generation. Generated images include a SynthID watermark.

(From Imagen's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #10 of 15 | 22% | 4% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |


---

# Instantly: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/instantly
Website: https://instantly.ai

Instantly was named in 41 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 82% answer share, ranked #3, named first in 2%.

## What Instantly is

Instantly is software for businesses that want to find B2B leads, create sales agents, and automate outreach and sales. It is built for companies of all sizes, including small teams getting off the ground.

The product uses a B2B lead database to find prospects, then helps users create and launch outreach campaigns with personalisation at scale. It can route and tag leads, and trigger follow-up campaigns when someone visits a site, replies, or books a meeting. Instantly also tracks opportunities, pipeline activity, conversions, and revenue.

Pricing: It offers monthly plans, including a $47/month Growth Plan and a $94/month Starter bundle.
(From Instantly's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #3 of 20 | 82% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Instantly if you already have lead sources and mainly need a cold email engine that can scale safely."
> — Perplexity, AI outbound and prospecting

> "The Best for High-Volume Scale & Inbox Deliverability Instantly.ai If you already have lead lists and just need to send high volumes of cold emails without burning your primary domain."
> — Gemini, AI outbound and prospecting

> "Choose Clay + Instantly if you want to win on quality."
> — Gemini 3.5 Flash, AI outbound and prospecting

> "Add Smartlead or Instantly only when sending volume and mailbox management genuinely require dedicated infrastructure."
> — GPT-5.6 Sol, AI outbound and prospecting


---

# Jamie: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/jamie

Jamie was named in 14 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 28% answer share, ranked #11, named first in 8%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #11 of 19 | 28% | 8% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For a founder, the best AI meeting notetaker depends on your workflow, but the strongest specific picks are Shadow, CraftNote, Jamie, Granola, and Fathom."
> — Perplexity, AI meeting notetakers

> "For most startup founders, the strongest options in 2026 are Shadow, Granola, CraftNote, Jamie, Lindy, Sai by Simular, plus Fathom or Fellow as strong baselines."
> — Sonar Reasoning Pro, AI meeting notetakers


---

# Jina: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/jina
Website: https://jina.ai

Jina was named in 7 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 14% answer share, ranked #14, named first in 0%.

## What Jina is

Jina AI provides models and APIs for enterprise search and retrieval-augmented generation systems. It is built for teams developing high-quality enterprise search and RAG applications.

Its Reader service converts a URL into input for large language models when `r.jina.ai` is prepended to the address. Jina also provides multimodal, multilingual embeddings for representing content, alongside a reranker designed to order search results.

(From Jina's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #14 of 17 | 14% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude, Gemini |

## What the models said

> "You can prefix any target URL with https://r.jina.ai/ to get stripped-down, token-optimized Markdown back instantly."
> — Gemini, Web search and scraping APIs for AI


---

# June: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/june
Website: https://www.june.so

June was named in 6 of 50 AI answers across 1 category. Best position: Product analytics, 12% answer share, ranked #10, named first in 0%.

## What June is

June is product and customer analytics software for growing B2B SaaS companies, particularly those with at least $1 million in annual recurring revenue. It brings company-level and product analytics together for teams that need to understand customer and user activity.

June identifies users and tracks behaviour through browser, server and HTTP integrations. It integrates with Salesforce, HubSpot and Attio, allowing customer information and product activity to be connected. Teams can also create custom insights using SQL and AI. A free trial is available, while setup fees depend on implementation complexity.

Pricing: A free trial is offered; setup fees vary based on implementation complexity.
(From June's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #10 of 13 | 12% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose June.so if you want instant B2B SaaS metrics without spending hours building custom dashboards."
> — Gemini 3.5 Flash, Product analytics


---

# Justworks: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/justworks
Website: https://www.justworks.com

Justworks was named in 31 of 50 AI answers across 1 category. Best position: Payroll for startups, 62% answer share, ranked #4, named first in 0%.

## What Justworks is

Justworks is an integrated HR and payroll platform built for small businesses. It is designed for businesses that need to pay employees and contractors, administer benefits and manage payroll tax compliance.

The platform lets businesses pay employees and contractors across multiple states or countries, and pay vendors in the US. It supports benefits enrolment, option review and employee management. Justworks handles payroll tax withholding, reporting and remitting. Its global employer of record platform supports onboarding, paying and supporting employees abroad.

Pricing: Payroll costs $8 per employee per month plus a $50 monthly base fee, after a limited-time three-month free period.
(From Justworks's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #4 of 14 | 62% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Justworks or ADP if you want a PEO-style bundle that offloads HR compliance and benefits administration entirely."
> — Claude, Payroll for startups

> "Go with Justworks if you are a US-based remote team that wants to attract top-tier talent with incredible health insurance plans."
> — Gemini 3.5 Flash, Payroll for startups

> "Choose Rippling for a more complex, IT-heavy operation; Justworks PEO when benefits and HR support outweigh cost; and Deel for genuine international employment needs."
> — ChatGPT, Payroll for startups

> "For early-stage teams, user-facing roundups and startup guides consistently place Gusto, Rippling, Deel, and Justworks near the top."
> — Perplexity, Payroll for startups


---

# Kajabi: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kajabi
Website: https://www.kajabi.com

Kajabi was named in 111 of 150 AI answers across 3 categories. Best position: Online course platforms, 100% answer share, ranked #1, named first in 30%.

## What Kajabi is

Kajabi is a platform for experts to build, market, sell and deliver their work. It is used by coaches, educators, practitioners, clinicians, creators and service professionals.

It supports courses, coaching, communities, memberships, newsletters and podcasts in one system. Kajabi connects products, payments and marketing, with checkout options for one-time payments, subscriptions and payment plans. It also provides automated email sequences, behaviour-based triggers, funnels, lead forms and landing pages.

(From Kajabi's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #1 of 15 | 100% | 30% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #4 of 16 | 62% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #5 of 13 | 60% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Kajabi if you don't want to stitch together different software tools for emails, sales pages, courses, and payments."
> — Gemini, Paid community platforms

> "Choose Kajabi if marketing automation is central to your business from day one and you value consolidation over lower cost."
> — ChatGPT, Online course platforms

> "Kajabi: best all-in-one business platform Kajabi is the strongest option if your course is part of a broader expert business."
> — GPT-5.6 Luna, Online course platforms

> "Go with Kajabi if your main challenge is sales marketing, funnels, and landing pages to convert high-ticket leads."
> — Gemini, Online course platforms


---

# Kapwing: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kapwing
Website: https://www.kapwing.com

Kapwing was named in 3 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 6% answer share, ranked #13, named first in 0%.

## What Kapwing is

Kapwing is an online video editor for creative teams, including marketers, internal communications teams, content creators and educators. It is used to create and edit video content in a shared online workspace.

Users upload images, audio and video, then arrange and edit them on a drag-and-drop timeline. The editor supports trimming and combining clips, plus overlays. Kapwing also includes AI tools that generate videos from text prompts with voiceover, visuals, subtitles, music, characters and an editable script. It provides subtitle and translation services, saves work in the cloud, and processes exports.

(From Kapwing's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #13 of 14 | 6% | 0% | Claude, Claude Fable 5 |


---

# Kartra: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kartra
Website: https://kartra.com

Kartra was named in 3 of 50 AI answers across 1 category. Best position: Online course platforms, 6% answer share, ranked #14, named first in 0%.

## What Kartra is

Kartra is an all-in-one marketing platform for people who want to turn their expertise into scalable income. It is designed to help them reach more customers, generate recurring revenue and grow their brand from one platform.

The platform brings these activities together in a single product. Users can use Kartra to support customer reach, recurring revenue and brand growth without relying on separate platforms for each of those aims.

(From Kartra's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #14 of 15 | 6% | 0% | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Once you scale, its paid plans are significantly cheaper than Kajabi or Kartra while offering many of the same features."
> — Gemini 3.5 Flash, Online course platforms


---

# Kernel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kernel
Website: https://www.kernel.sh

Kernel was named in 6 of 50 AI answers across 1 category. Best position: Browser automation for agents, 12% answer share, ranked #13, named first in 0%.

## What Kernel is

Kernel provides browser infrastructure for teams building web agents and automations. It gives those systems access to websites so they can carry out tasks at scale.

Kernel spins up cloud browsers for agents to use on websites. It includes GPU acceleration for memory-intensive and canvas-based sites, CAPTCHA solving, proxy management and authentication handling. Teams can also use browser telemetry, session viewing and recordings to inspect and debug agent activity.

(From Kernel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #13 of 15 | 12% | 0% | Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |


---

# Keycloak: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/keycloak
Website: https://www.keycloak.org

Keycloak was named in 13 of 50 AI answers across 1 category. Best position: Authentication for developers, 26% answer share, ranked #12, named first in 0%.

## What Keycloak is

Keycloak is open-source identity and access management software for people creating or administering applications and services that need authentication and access management. It adds authentication to applications and helps secure services.

Users authenticate with Keycloak through single sign-on rather than separately with each application. It supports social login and authentication through existing OpenID Connect or SAML 2.0 identity providers, and can connect to LDAP or Active Directory servers or custom user stores. Its admin console manages server features, applications, services, authorisation policies, users, permissions and sessions. Keycloak supports OpenID Connect, OAuth 2.0 and SAML.

(From Keycloak's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #12 of 17 | 26% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Keycloak: best if you want open-source, self-hosted control and can support the operational overhead."
> — Perplexity, Authentication for developers


---

# Kinde: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kinde
Website: https://kinde.com

Kinde was named in 17 of 50 AI answers across 1 category. Best position: Authentication for developers, 34% answer share, ranked #7, named first in 8%.

## What Kinde is

Kinde is a developer platform for adding authentication, access management, billing and feature management to SaaS products. It is built for developers creating SaaS products, from startups to enterprises. It has a free plan for up to 10,500 active users, with paid plans based on usage as customers grow.

It provides password, passwordless, social and enterprise single sign-on authentication. Teams can set roles and permissions to control what customers can do within a product. Kinde also includes tools for recurring subscription billing and feature management, supporting feature-based continuous deployment.

Pricing: It has a free plan up to 10,500 active users and paid plans where customers pay for usage as they grow.
(From Kinde's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #7 of 17 | 34% | 8% | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Kinde if you want a great balance of modern B2B features, ease of use, and highly competitive pricing."
> — Gemini 3.5 Flash, Authentication for developers

> "For most SaaS startups, Clerk and Kinde are the strongest default picks, while WorkOS is the best fit if enterprise SSO is your immediate priority."
> — Perplexity, Authentication for developers

> "Kinde's page concludes that Kinde is the best, Clerk's page concludes Clerk is the top pick, and PropelAuth and WorkOS each publish their own rankings."
> — Claude Opus 5, Authentication for developers

> "Most early-stage startups choose Clerk, WorkOS, or Kinde over Auth0."
> — Gemini, Authentication for developers


---

# Kit: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kit
Website: https://kit.com

Kit was named in 44 of 50 AI answers across 1 category. Best position: Newsletter platforms, 88% answer share, ranked #4, named first in 0%.

## What Kit is

Kit is an email platform for creators. It is built for people who want to collect subscribers, send emails and run parts of their business from one service. Kit offers a 14-day free trial without requiring a credit card.

Creators can use landing pages, forms and creator recommendations to gain subscribers. They can send emails through the platform and connect creator tools to Kit through apps. Kit also supports digital products, subscriptions and newsletter sponsorships.

Pricing: Kit offers a 14-day free trial with no credit card required.
(From Kit's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #4 of 10 | 88% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Kit if email marketing and products matter Kit is strongest when your newsletter is part of a broader creator business."
> — GPT-5.6 Luna, Newsletter platforms

> "Choose Kit if you already have books, services, or products to sell and need smart email automations to sell them."
> — Gemini 3.5 Flash, Newsletter platforms

> "If your writing is tied to selling books, courses, or other digital products: choose Kit/ConvertKit."
> — Sonar Reasoning Pro, Newsletter platforms

> "The top newsletter platform depends on your goal, but right now the strongest short list is beehiiv, Kit, Substack, Ghost, MailerLite, and Mailchimp."
> — Perplexity, Newsletter platforms


---

# Klap: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/klap
Website: https://klap.app

Klap was named in 13 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 26% answer share, ranked #7, named first in 0%.

## What Klap is

Klap is software for creators, brands and teams that make short-form social video from longer videos. It turns long videos into clips for TikTok, Reels and Shorts. Users can create one video for free, with Klap Pro available for $29 per month.

Users upload a video file or paste a YouTube link. Klap’s AI identifies topics and edits them into shorter clips, then reframes each clip around the important subject. It creates subtitles and provides captions. Users can share or schedule clips on TikTok, YouTube, Instagram and LinkedIn.

Pricing: Users can create one video for free, then upgrade to Klap Pro for $29 per month.
(From Klap's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #7 of 14 | 26% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Perplexity |

## What the models said

> "Use Vizard instead if team collaboration/API/high-volume operations are central; use Klap if you value a simpler clip-count model."
> — ChatGPT, Short-form clipping tools

> "Downside: slower than OpusClip or Klap if you only want automatic clips."
> — GPT-5.6 Luna, Short-form clipping tools


---

# Klaviyo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/klaviyo
Website: https://www.klaviyo.com

Klaviyo was named in 1 of 50 AI answers across 1 category. Best position: Newsletter platforms, 2% answer share, ranked #10, named first in 0%.

## What Klaviyo is

Klaviyo is a B2C CRM platform for relationship-driven brands. It combines marketing, customer service and analytics in one system, helping brands manage customer communications and use customer data across those functions.

It creates campaigns and automated flows across email, web, SMS, WhatsApp, mobile push and reviews. Its AI can build and optimise campaigns and automations from a described goal, with approval required before publication. Klaviyo also answers customer questions, recommends products and resolves issues through chat, SMS, email and WhatsApp. It builds customer profiles from interactions across marketing and service channels, which brands can use for segmentation and personalisation.

(From Klaviyo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #10 of 10 | 2% | 0% | Claude Fable 5 |


---

# Kling: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/kling
Website: https://kling.ai

Kling was named in 45 of 100 AI answers across 2 categories. Best position: AI video generation, 80% answer share, ranked #3, named first in 4%.

## What Kling is

Kling is software for generating videos from text prompts and images. It is suited to users who want to create video from a written scene description or a reference photo. Kling offers a free tier with watermarked generations, while memberships remove watermarks and Pro includes 4K export.

Users enter a prompt or upload a photo to define a character, style and scene. They can lock character consistency, adjust motion intensity, and add native AI audio and lip-sync. Kling then generates a video for preview and export. Its core apps include text-to-video, image-to-video, digital human, restyle and text-to-image.

Pricing: Kling offers a free tier with watermarked generations; memberships are watermark-free, and Pro unlocks 4K export.
(From Kling's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #3 of 16 | 80% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #12 of 15 | 10% | 0% | Claude Opus 5, Claude, Claude Fable 5 |

## What the models said

> "If you want to experiment, test ideas quickly, or have limited budget, start with Kling or Luma."
> — Gemini 3.5 Flash, AI video generation

> "Go with Kling AI if you want the best quality-to-cost ratio for daily social media posting."
> — Gemini, AI video generation

> "Among the underlying engines it hosts, Veo 3.1, Kling 3.0, and Seedance 2.0 are highlighted as leading raw cinematic models."
> — Sonar Reasoning Pro, AI video generation

> "Per one hands-on comparison, Kling 3.0 fits high-motion scenes, while Sora 2 fits narrative concepting and polished visual mood."
> — Claude, AI video generation


---

# Knock: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/knock
Website: https://knock.app

Knock was named in 5 of 50 AI answers across 1 category. Best position: Transactional email, 10% answer share, ranked #9, named first in 0%.

## What Knock is

Knock is a platform for developers and agents managing product, marketing and transactional messaging. It supports teams that need to coordinate communications across customer channels.

It sends messages through email, SMS, push, chat and in-app channels. Knock ingests data from warehouses, CDPs, reverse ETL tools and webhooks, then creates dynamic segments from attributes, events and relations. Workflows can be triggered by API calls, usage events or changes to a segment. It also provides in-app guides through pre-built or custom components.

(From Knock's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #9 of 12 | 10% | 0% | Claude Opus 5, Claude, Claude Fable 5 |


---

# Komi: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/komi
Website: https://komi.io

Komi was named in 1 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 2% answer share, ranked #13, named first in 0%.

## What Komi is

Komi is a platform for creators and brands that supports marketing and commerce. It is built for creators who want to manage their audience and earn through brand work, and for brands seeking to find and work with creators.

The platform provides an end-to-end workflow for brands, using AI-powered discovery and outreach to identify and contact creators. Creators can launch a mini-site, access brand deals and monetise their audience through the platform.

(From Komi's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #13 of 13 | 2% | 0% | GPT-5.6 Luna |


---

# Krea: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/krea
Website: https://www.krea.ai

Krea was named in 10 of 100 AI answers across 2 categories. Best position: AI image generation, 16% answer share, ranked #12, named first in 0%.

## What Krea is

Krea is software for generating and editing images and video. It is intended for people who need to create or change visual material, though the available information does not specify a particular audience.

It generates images and video from user input. It can remove objects from photos, allowing users to alter existing images. It can also turn a sketch into a render, converting a drawn concept into a more finished visual output.

(From Krea's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #12 of 15 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini |
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #16 of 16 | 4% | 0% | Claude Opus 5, Claude Fable 5 |

## What the models said

> "If you want to experiment cheaply across many models, Krea's free tier or a Freepik subscription is the best value."
> — Claude Fable 5, AI image generation

> "Runway offers 125 one-time free credits, and Krea gives 100 compute units per day, and most others have free tiers."
> — Claude Opus 5, AI video generation

> "If budget or flexibility matters more, Freepik/Magnific or Krea give you access to many models under one subscription rather than juggling several tools."
> — Claude, AI image generation


---

# Lago: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lago
Website: https://getlago.com

Lago was named in 29 of 50 AI answers across 1 category. Best position: Subscription billing, 58% answer share, ranked #4, named first in 0%.

## What Lago is

Lago is an open-source billing platform for engineering, product, finance and operations teams managing complex billing. It links product usage and commercial terms to customer invoices, supporting usage-based, subscription, prepaid and hybrid pricing.

Teams manage billing and invoicing through an API and a visual interface. Applications connect through a REST API, official SDKs and signed webhooks. Lago calculates charges, generates invoices, applies tax and connects to payment processors to collect payment. It can be self-hosted or used as a managed cloud service.

Pricing: The open-source version is free to self-host under an AGPLv3 license; Lago Premium is not publicly priced and pricing is shared when a team books a demo.
(From Lago's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #4 of 15 | 58% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Lago only if self-hosting, customization, or avoiding proprietary billing infrastructure is a genuine requirement."
> — GPT-5.6 Sol, Subscription billing

> "Choose Lago if self-hosting, source visibility, or payment-provider flexibility is strategically important."
> — ChatGPT, Subscription billing

> "If your pricing is usage-based from day one, lean toward Orb, Lago, or Flexprice instead."
> — Claude, Subscription billing


---

# Lambda: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lambda
Website: https://lambda.ai

Lambda was named in 14 of 50 AI answers across 1 category. Best position: Inference hosting, 28% answer share, ranked #12, named first in 0%.

## What Lambda is

Lambda provides cloud AI compute for teams training foundation models and running inference workloads. Its services cover both model development and token serving, with dedicated, single-tenant infrastructure available for larger workloads.

Lambda operates AI factories that combine power, cooling and NVIDIA GPUs. It provides managed clusters and co-engineering for teams running training and inference systems, and offers GPU instances that users can launch for testing and prototyping.

(From Lambda's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #12 of 18 | 28% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |

## What the models said

> "For on-demand GPU rental to pair with vLLM, providers like Thunder Compute, RunPod, or Lambda let you rent A100/H100s by the minute rather than committing to reserved infrastructure."
> — Claude, Inference hosting


---

# LanceDB: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lancedb
Website: https://docs.lakefs.io

LanceDB was named in 10 of 50 AI answers across 1 category. Best position: Vector databases, 20% answer share, ranked #9, named first in 0%.

## What LanceDB is

LanceDB is a vector database for storing and querying vector data. It is intended for users who need to manage vector records and search them using embeddings.

It stores vector data directly on an object store. Users can add vector records to tables, then query those tables with embedding-based search. LanceDB can also be configured to use lakeFS through its S3 Gateway.

(From LanceDB's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #9 of 16 | 20% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "The main contenders right now are pgvector, Pinecone, Qdrant, Weaviate, Milvus, Chroma, and LanceDB, plus platforms like Redis, Elasticsearch, and Vespa."
> — Claude Fable 5, Vector databases

> "Local, offline, or edge retrieval Qdrant Edge, LanceDB, or a local embedded option."
> — GPT-5.6 Luna, Vector databases


---

# Langfuse: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/langfuse
Website: https://langfuse.com

Langfuse was named in 48 of 50 AI answers across 1 category. Best position: LLM observability and evals, 96% answer share, ranked #2, named first in 50%.

## What Langfuse is

Langfuse is an open platform for tracing, evaluating and improving AI agents. It is for people developing LLM applications, including product managers, domain experts and engineers. A free account is available.

It uses production data to help users understand agent behaviour. Langfuse provides central storage, versioning and retrieval for prompts used in LLM applications. Non-technical team members can update prompts through the interface, while applications fetch the latest version. Its SDK also caches prompts on the client side.

Pricing: A free account is available.
(From Langfuse's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #2 of 13 | 96% | 50% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Practical recommendation If you have no strong existing constraints, start with Langfuse self-hosted, instrumented via OpenTelemetry."
> — Claude Opus 5, LLM observability and evals

> "Go with Langfuse if you want a powerful, clean, self-hostable open-source tracing and cost-monitoring UI."
> — Gemini 3.5 Flash, LLM observability and evals

> "Summary Recommendation Go with Langfuse or Comet Opik if you want an open-source, self-hostable platform with full control over your telemetry data."
> — Gemini, LLM observability and evals

> "Bottom line: use Langfuse as the default procurement choice; use Phoenix if open telemetry, self-hosting, and diagnostic depth are your strongest requirements."
> — ChatGPT, LLM observability and evals


---

# LangGraph: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/langgraph
Website: https://www.langchain.com

LangGraph was named in 5 of 50 AI answers across 1 category. Best position: AI agent builders, 10% answer share, ranked #16, named first in 0%.

## What LangGraph is

LangGraph is part of LangChain’s platform for teams that build agents. It supports the work of building, testing, deploying, monitoring, iterating on and governing those agents.

Teams can build agents with or without code, then use step-by-step tracing to debug runs. LangGraph deploys agents on infrastructure designed for long-running tasks and persistent state. It monitors production runs for quality, cost, latency, errors and tool behaviour, and can require human approval for sensitive agent actions.

(From LangGraph's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #16 of 20 | 10% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Sonar Reasoning Pro |

## What the models said

> "Bottom line: choose Zapier Agents for the first operational agent; choose LangGraph + LangSmith when agents become a core, customer-facing part of your product."
> — ChatGPT, AI agent builders

> "Move to custom frameworks such as LangGraph, CrewAI or the OpenAI Agents SDK only after the use case is proven and you need deeper control."
> — GPT-5.6 Sol, AI agent builders


---

# LangSmith: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/langsmith
Website: https://www.langchain.com

LangSmith was named in 50 of 50 AI answers across 1 category. Best position: LLM observability and evals, 100% answer share, ranked #1, named first in 16%.

## What LangSmith is

LangSmith is a platform for teams that build agents. It supports building, testing, deploying, monitoring, improving and governing agents.

Teams can build agents with or without code and choose their model. LangSmith traces agent runs, then turns those traces into datasets and evaluations. It deploys agents for long-running tasks, persistent state and secure execution. In production, it monitors quality, cost, latency, errors and tool behaviour, while controlling model calls, spend, sensitive data and human approval for sensitive actions.

(From LangSmith's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #1 of 13 | 100% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose LangSmith if nearly everything is built with LangChain or LangGraph and you value the most direct framework integration."
> — GPT-5.6 Luna, LLM observability and evals

> "Choose LangSmith if you're deep in LangChain, or Braintrust if rigorous evals in CI/CD matter more than tracing."
> — Claude Fable 5, LLM observability and evals

> "Choose LangSmith if your app is deeply integrated into LangChain or LangGraph and you have the budget for premier agent tracing."
> — Gemini 3.5 Flash, LLM observability and evals

> "Choose LangSmith if your stack is heavily LangChain/LangGraph-based or you want fast setup for agent tracing plus evals and annotation workflows."
> — Perplexity, LLM observability and evals


---

# Later: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/later
Website: https://later.com

Later was named in 25 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 50% answer share, ranked #4, named first in 0%.

## What Later is

Later provides influencer marketing software and social media management tools for brands and creators. It supports creator discovery, campaign planning and social content management.

Users can find creators, set rates, assess brand fit and risk, and track sales and return on investment. The platform also lets them plan, schedule and analyse content in one place, with Link in Bio and content-creation tools. Later also offers full-service teams to plan, produce, manage and optimise creator campaigns.

(From Later's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #4 of 13 | 50% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Stan instead if digital-product sales are already your primary business, or Later if content scheduling is your biggest need."
> — GPT-5.6 Sol, Link-in-bio tools

> "One practical note: whatever you choose, get a custom domain if the tier supports it, so you can migrate later without breaking every link you've ever posted."
> — Claude Opus 5, Link-in-bio tools

> "Great integration with Later's social media scheduling tool."
> — Gemini 3.5 Flash, Link-in-bio tools


---

# Laxis: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/laxis

Laxis was named in 11 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 22% answer share, ranked #13, named first in 4%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #13 of 19 | 22% | 4% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Laxis if you want CRM sync + flexibility across online meetings, phone, and in‑person with less reliance on a visible meeting bot."
> — Sonar Reasoning Pro, AI meeting notetakers

> "Laxis: good if you want a bot-free tool with CRM features and in-person capture, and one review calls it the best overall after testing multiple apps."
> — Perplexity, AI meeting notetakers

> "One caution on sources: several of these rankings come from vendors reviewing their own category (Laxis ranking Laxis first, Oliv ranking Oliv first, Cirrus Insight ranking Cirrus Insight first)."
> — Claude Opus 5, AI meeting notetakers


---

# LearnWorlds: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/learnworlds
Website: https://www.learnworlds.com

LearnWorlds was named in 22 of 50 AI answers across 1 category. Best position: Online course platforms, 44% answer share, ranked #7, named first in 2%.

## What LearnWorlds is

LearnWorlds is a learning management system for training providers, course creators, NGOs and education networks. It supports training operations and the creation and sale of online courses, communities and other learning products.

Users can build a branded learning website from templates without code. The platform supports videos, ebooks, sessions, assessments, certificates, SCORMs and surveys. Videos can include transcripts, quizzes and tables of contents to make them interactive. LearnWorlds also supports multi-client training operations and reporting on learner outcomes.

(From LearnWorlds's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #7 of 15 | 44% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose LearnWorlds if your course needs interactive content, assessments, or a more branded academy experience."
> — Perplexity, Online course platforms

> "You need unusually interactive course features → LearnWorlds."
> — GPT-5.6 Luna, Online course platforms


---

# Lemlist: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lemlist
Website: https://www.lemlist.com

Lemlist was named in 7 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 14% answer share, ranked #15, named first in 0%.

## What Lemlist is

Lemlist is an AI-powered sales engagement platform for sales teams, including sales reps, sales leaders, RevOps teams and founders. It supports lead finding, outreach personalisation and multichannel campaigns.

The platform enriches leads with verified email addresses and phone numbers from data providers, and monitors signals including hiring activity, fundraising, website visits and technology changes. It uses this context to suggest personalised copy and multichannel sequences. Teams can run automated workflows across email, LinkedIn, calls, WhatsApp and SMS. Lemlist also monitors mailbox and domain health to help manage email deliverability.

Pricing: It offers a 14-day free trial with no credit card required and uses a pay-as-you-go credit system for contact searches.
(From Lemlist's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #15 of 20 | 14% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "If you want your cold emails to actually stand out and convert better through personalization, Lemlist is the specialist tool worth layering in."
> — Claude, AI outbound and prospecting


---

# Lemon Squeezy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lemon-squeezy
Website: https://www.lemonsqueezy.com

Lemon Squeezy was named in 26 of 100 AI answers across 2 categories. Best position: Subscription billing, 26% answer share, ranked #9, named first in 0%.

## What Lemon Squeezy is

Lemon Squeezy is a platform for running a SaaS business. It is built for startups, software companies and digital creators. It covers payments, subscriptions, tax compliance and fraud prevention.

It acts as merchant of record, handling payments, merchant fees, fraud and sales tax. It supports recurring billing, including upgrades, downgrades, cancellations, trials and discounts. Its usage reporting API records customer unit use so charges can match consumption. It also provides a REST API and webhooks for integrations.

(From Lemon Squeezy's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #9 of 15 | 26% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #9 of 16 | 26% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Lemon Squeezy or Payhip if you primarily sell simple downloads/templates and want low fees with zero tax headaches."
> — Gemini 3.5 Flash, Creator monetization platforms

> "Practical recommendation: if you're a small team selling SaaS/digital products globally, start with Paddle or Lemon Squeezy/Creem."
> — Claude Fable 5, Subscription billing

> "Lemon Squeezy: best for software and licensing Lemon Squeezy is particularly attractive for software, plugins, downloadable assets and subscription products."
> — GPT-5.6 Sol, Creator monetization platforms

> "Choose Lemon Squeezy if you are launching quickly and are under $100k ARR."
> — Gemini 3.5 Flash, Subscription billing


---

# Leonardo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/leonardo
Website: https://leonardo.ai

Leonardo was named in 4 of 50 AI answers across 1 category. Best position: AI image generation, 8% answer share, ranked #14, named first in 0%.

## What Leonardo is

Leonardo.Ai is a generative AI platform for creators who make images and video. It is aimed at artists, designers, animators, photographers, marketers and developers. It offers a free plan, monthly paid subscriptions, team plans, pay-as-you-go API access and custom API plans.

Users create visuals from prompts or custom models, then use AI-driven animation and motion tools to turn ideas into video. Leonardo can edit images and video while preserving selected elements. It can also increase an image’s resolution and clarity.

Pricing: It offers a free plan, paid monthly subscription plans, team plans, pay-as-you-go API access, and custom API plans.
(From Leonardo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #14 of 15 | 8% | 0% | Claude, Gemini, Sonar Reasoning Pro |

## What the models said

> "Leonardo.ai is an AI platform focused on consistent imagery with fine-tuned models for specific visual styles and brand aesthetics, excelling at brand consistency through custom model training."
> — Claude, AI image generation


---

# Lindy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lindy
Website: https://www.lindy.ai

Lindy was named in 41 of 150 AI answers across 3 categories. Best position: AI agent builders, 66% answer share, ranked #1, named first in 18%.

## What Lindy is

Lindy is an AI teammate for teams and whole workspaces. It connects with company tools to help teams carry out work across their existing systems. Paid plans are priced per user per month, including Plus at $29.99, Pro at $99.99 and Max at $199.99, alongside an Enterprise option.

Lindy works as a Slack-native teammate that can be used in threads and through mentions. It connects to thousands of integrations and MCP connections, runs scheduled routines and retains workspace context. Actions with an outside impact require approval before they are taken.

Pricing: Paid plans are priced per user per month, with Plus at $29.99, Pro at $99.99, Max at $199.99, and an Enterprise option.
(From Lindy's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #1 of 20 | 66% | 18% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #16 of 20 | 12% | 0% | Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #12 of 14 | 4% | 0% | Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Lindy if your goal is general team productivity automation and your team is mostly non-technical."
> — Perplexity, AI agent builders

> "Choose Artisan or Lindy if you want an AI agent to handle much of the outbound workflow end to end."
> — Perplexity, AI outbound and prospecting

> "Choose Lindy or Relevance AI if speed and minimal engineering matter more than deep control."
> — GPT-5.6 Luna, AI agent builders

> "Choose Lindy instead when nobody on the team is comfortable with APIs."
> — GPT-5.6 Sol, AI agent builders


---

# Linktree: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/linktree
Website: https://linktr.ee

Linktree was named in 50 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 100% answer share, ranked #1, named first in 48%.

## What Linktree is

Linktree is a tool for creating a single link in bio to share content from social media profiles. It is built for people sharing content through Instagram, TikTok, Twitter, YouTube and other social platforms.

Users connect content from social media, websites and stores in one link. They can customise the Linktree or have it automatically enhanced to match their brand, then add its URL to platforms or use a QR code for offline traffic. Linktree tracks engagement, revenue and conversions.

Pricing: It has a free plan, paid Starter, Pro and Premium plans billed monthly or annually, and custom-priced Agency or Enterprise plans.
(From Linktree's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #1 of 13 | 100% | 48% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Another 2026 review calls it the, and specifically mentions that Linktree is one of the best free options for creators."
> — Sonar Reasoning Pro, Link-in-bio tools

> "Choose Linktree if you want simplicity Linktree is the safer default when you primarily need one dependable URL for your social profiles."
> — ChatGPT, Link-in-bio tools

> "Choose Linktree if you just want a reliable, clean hub for all your social links and external sites."
> — Gemini, Link-in-bio tools

> "For most Instagram creators, Beacons or Stan are the best overall choices, while Linktree is the easiest if you want a simple, familiar setup."
> — Perplexity, Link-in-bio tools


---

# Linkup: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/linkup
Website: https://www.linkup.so

Linkup was named in 7 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 14% answer share, ranked #13, named first in 0%.

## What Linkup is

Linkup provides a web search API for developers and AI teams building agents, RAG pipelines and other LLM-powered applications. It offers enterprise pricing customised to scale, usage and enterprise requirements.

The API returns sourced, cited answers with full-text snippets from across the web. Teams can create customised indexes for internal data, taxonomies and specific use cases. Linkup can run in an isolated private environment or within a customer’s cloud infrastructure, with user management for roles, permissions and access control.

Pricing: Enterprise pricing is customized to scale, usage, and enterprise requirements.
(From Linkup's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #13 of 17 | 14% | 0% | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# LiteLLM: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/litellm

LiteLLM was named in 17 of 50 AI answers across 1 category. Best position: LLM APIs, 34% answer share, ranked #12, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #12 of 15 | 34% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Build the integration through OpenRouter or LiteLLM so the model is a config value, not a hardcoded dependency."
> — Claude Opus 5, LLM APIs

> "If you don't want to lock into one vendor Consider a unified gateway like OpenRouter, Braintrust Gateway, Portkey, or LiteLLM instead of calling a single provider directly."
> — Claude, LLM APIs

> "Recommended Architecture for an Early-Stage Startup Use an API Gateway / Unified Interface Layer Integrate via an abstraction layer like OpenRouter or open-source proxies like LiteLLM."
> — Gemini, LLM APIs


---

# LiveChatAI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/livechatai

LiveChatAI was named in 6 of 50 AI answers across 1 category. Best position: AI agent builders, 12% answer share, ranked #13, named first in 6%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #13 of 20 | 12% | 6% | Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |


---

# Lnk.Bio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lnk-bio
Website: https://lnk.bio

Lnk.Bio was named in 15 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 30% answer share, ranked #6, named first in 0%.

## What Lnk.Bio is

Lnk.Bio is a link-in-bio tool for creators, brands and agencies using Instagram, TikTok, YouTube and other social platforms. It lets them share multiple destinations through one personal URL.

Users create a personal URL and place it in an Instagram bio or another social profile. They can add and edit unlimited links while keeping the same bio URL, including links to social profiles and other important pages. Lnk.Bio runs in a web browser, so users do not need to install software. It offers a free plan alongside paid Mini, Unique and Ultra plans, priced in USD per account.

Pricing: It offers a free plan and paid Mini, Unique, and Ultra plans, with prices shown in USD per account.
Founded: 2016
Based: Singapore, Singapore
(From Lnk.Bio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #6 of 13 | 30% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Lnk.Bio: best bargain Lnk.Bio is a strong choice if your main need is simply a reliable page containing multiple links."
> — GPT-5.6 Luna, Link-in-bio tools

> "If you must stay free or ultra‑low‑cost, start with Linktree, Beacons, Lnk.Bio, Milkshake, or Carrd."
> — Sonar Reasoning Pro, Link-in-bio tools

> "Choose Lnk.Bio if you want a simple, budget-friendly page with minimal setup."
> — Perplexity, Link-in-bio tools


---

# LogRocket: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/logrocket
Website: https://logrocket.com

LogRocket was named in 10 of 50 AI answers across 1 category. Best position: Product analytics, 20% answer share, ranked #8, named first in 0%.

## What LogRocket is

LogRocket is software for analysing user experiences in web and mobile apps. It is built for teams working on websites or mobile apps. A free starting option is stated.

It records session replays with events, activity, logs, errors and performance data. It also provides product analytics, including conversion funnels, path analysis and time series. LogRocket identifies technical and user-experience issues, provides reproduction steps, and tracks errors, network failures and crashes affecting users.

Pricing: A free starting option is stated.
(From LogRocket's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #8 of 13 | 20% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If your main need is session replay and UX debugging, FullStory or LogRocket are better fits than classic analytics suites."
> — Perplexity, Product analytics

> "If you are building a Web App, tools like LogRocket combine frontend performance monitoring with session replays and basic product analytics."
> — Gemini, Product analytics

> "The top product analytics tools in 2026 are Amplitude, Mixpanel, PostHog, Heap, Pendo, and FullStory, with others like LogRocket, Hotjar, and GA4 filling more specialized or adjacent roles."
> — Sonar Reasoning Pro, Product analytics


---

# Loops: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/loops
Website: https://loops.so

Loops was named in 5 of 50 AI answers across 1 category. Best position: Transactional email, 10% answer share, ranked #8, named first in 0%.

## What Loops is

Loops is email marketing software for SaaS teams and software companies. It runs product, marketing and transactional email, with pricing based on subscribed contacts. A free plan is available, and paid plans include transactional email sending without an additional charge.

Teams can build email workflows for onboarding, activation, upgrades and winback. Themes and components apply shared design settings across emails. Dynamic segments update when contact properties change. Product data can be connected through CSV uploads and integrations. Loops also suppresses hard bounces and complaints, retries temporary failures, and rate-limits large sends.

Pricing: Pricing is based on subscribed contacts; paid plans include transactional email sending without an additional charge, and a free plan is available.
(From Loops's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #8 of 12 | 10% | 0% | Claude Opus 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Loops if you want a clean, unified platform to handle your receipts, signups, and automated onboarding sequence emails in one UI."
> — Gemini 3.5 Flash, Transactional email


---

# Loudly: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/loudly
Website: https://www.loudly.com

Loudly was named in 5 of 50 AI answers across 1 category. Best position: AI music generation, 10% answer share, ranked #11, named first in 0%.

## What Loudly is

Loudly is an AI music platform for musicians and producers, labels and catalogue owners, and developers or platforms. It supports creating, remixing, mastering, and releasing music.

The platform generates original tracks with proprietary and partner AI music models. It analyses tracks to create SongDNA, a fingerprint used for creative actions. Users can remix songs they own by separating elements and rebuilding versions, master uploaded tracks, and split tracks into stems. Loudly can also distribute music directly to more than 50 platforms.

(From Loudly's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #11 of 15 | 10% | 0% | ChatGPT, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Loudly if you are a skilled video editor who wants to download separate stems to mix and slice perfectly to your video’s timeline."
> — Gemini 3.5 Flash, AI music generation


---

# Lovable: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lovable
Website: https://lovable.dev

Lovable was named in 72 of 100 AI answers across 2 categories. Best position: AI app builders, 100% answer share, ranked #1, named first in 80%.

## What Lovable is

Lovable is a platform for creating, running and managing software products and businesses. It is built for people creating products, internal tools and software for businesses.

Users describe what they want in plain language, and Lovable builds the software with them in real time. They can iterate on a creation and deploy it for immediate use. Lovable provides hosting, SSL and backend infrastructure, connects with an existing tech stack without integration code, and handles payments, currency conversion and tax compliance in supported locations.

(From Lovable's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #1 of 15 | 100% | 80% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #7 of 16 | 44% | 2% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Bolt.new or Lovable if you want a gorgeous SaaS application and you don't mind using Supabase as your database."
> — Gemini 3.5 Flash, AI app builders

> "For building a general‑purpose web app directly from a text prompt, Lovable is the best single starting point for most people."
> — Sonar Reasoning Pro, AI app builders

> "For most people building from a prompt, I’d start with Lovable, connect it to GitHub immediately, and keep the first version small."
> — GPT-5.6 Luna, AI app builders

> "Summary Verdict Go with Lovable.dev if you want the easiest path from prompt -> database -> live SaaS MVP."
> — Gemini, AI app builders


---

# LOVO: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lovo

LOVO was named in 10 of 50 AI answers across 1 category. Best position: AI voice generation, 20% answer share, ranked #10, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #10 of 17 | 20% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Hume, Listnr and others Tools like LOVO/Genny and Hume are recommended for emotional, character‑driven voices and storytelling."
> — Sonar Reasoning Pro, AI voice generation


---

# LTX: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/ltx
Website: https://ltx.io

LTX was named in 7 of 50 AI answers across 1 category. Best position: AI video generation, 14% answer share, ranked #13, named first in 0%.

## What LTX is

LTX provides open foundation models for video, audio and world simulation. It is built for studios, real-time platforms, robotics teams, professional creators, marketers and filmmakers. LTX Studio offers a free plan, paid monthly or yearly plans, and a custom enterprise plan.

It renders video through adaptive high-fidelity keyframes and generates connected shots that retain character, environment, lighting and voice. The models follow complex prompts, generate specified durations and edit footage. LTX also provides audio-to-video generation and node-based automation.

Pricing: LTX Studio has a free plan, paid monthly or yearly plans, and a custom enterprise plan.
(From LTX's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #13 of 16 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Open-Source Options Wan 2.2 and LTX-2.3 now produce output rivaling Sora and Veo on motion realism."
> — Claude Opus 5, AI video generation


---

# Luma: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/luma
Website: https://lumalabs.ai

Luma was named in 16 of 50 AI answers across 1 category. Best position: AI video generation, 32% answer share, ranked #8, named first in 0%.

## What Luma is

Luma is a tool for generating video from text prompts and images. It is intended for marketing agencies, social media managers, product managers, e-commerce brands, HR managers, learning and development teams, and course creators. Individual paid plans start at $30 per month, with Team and Enterprise plans available through sales. It is free to try.

Its Ray system interprets prompts to resolve composition, motion and scene logic before rendering. Users can ground a generation with an image, storyboard, brand guidelines, an existing clip or a character reference. They can then refine the result with follow-up prompts or change its style, camera angle or setting. Luma’s API also allows developers to automate video creation and run batch jobs.

Pricing: Luma has individual paid plans from $30 per month, with Team and Enterprise plans available by contacting sales; it is free to try.
(From Luma's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #8 of 16 | 32% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "If you want to experiment, test ideas quickly, or have limited budget, start with Kling or Luma."
> — Gemini 3.5 Flash, AI video generation


---

# Lyria: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/lyria
Website: https://aistudio.google.com

Lyria was named in 2 of 50 AI answers across 1 category. Best position: AI music generation, 4% answer share, ranked #13, named first in 0%.

## What Lyria is

Lyria is a music-generation product in Google AI Studio for people creating custom music apps. It can generate music tracks from text prompts or visual inspiration.

Lyria composes music in real time while users change instruments, genres and moods. Users can set BPM, musical scale and tone when building custom music apps. Its API model can generate a song from a text prompt.

(From Lyria's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #13 of 15 | 4% | 0% | Claude Opus 5, Sonar Reasoning Pro |


---

# Mailchimp: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mailchimp
Website: https://mailchimp.com

Mailchimp was named in 10 of 50 AI answers across 1 category. Best position: Newsletter platforms, 20% answer share, ranked #7, named first in 0%.

## What Mailchimp is

Mailchimp is an email and SMS marketing platform for retailers, small businesses, non-profits, professional services businesses and content creators. A free trial is offered.

Users create emails with templates and a drag-and-drop builder, then send personalised messages. The platform provides marketing analytics, automations and AI tools, and can run always-on marketing automations. It also connects data from apps, platforms and stores in one place.

Pricing: A free trial is offered.
(From Mailchimp's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #7 of 10 | 20% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Sender or Mailchimp are the best newsletter platforms for beginners, thanks to simple setup, free plans, and ready-to-use templates."
> — Claude, Newsletter platforms

> "Best fit: established small businesses with existing Mailchimp integrations or customer-marketing workflows."
> — GPT-5.6 Luna, Newsletter platforms

> "The top newsletter platform depends on your goal, but right now the strongest short list is beehiiv, Kit, Substack, Ghost, MailerLite, and Mailchimp."
> — Perplexity, Newsletter platforms

> "Pick Mailchimp if newsletter is one component of a broader marketing/ecommerce stack."
> — ChatGPT, Newsletter platforms


---

# MailerLite: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mailerlite
Website: https://www.mailerlite.com

MailerLite was named in 22 of 50 AI answers across 1 category. Best position: Newsletter platforms, 44% answer share, ranked #5, named first in 0%.

## What MailerLite is

MailerLite is a platform for creators, businesses and entrepreneurs who manage email marketing, landing pages, signup forms, websites, and sales of digital products or bookings. It offers a Free plan, with Comfort from $12 a month and Power from $25 a month.

Users build email campaigns in a drag-and-drop editor and set up automations to send targeted emails. MailerLite records opens, clicks, orders and revenue for campaigns and automations. It also provides a storefront and sales funnel for digital products, plus tools for bookings that cover calendar management, marketing, scheduling and payments.

Pricing: It offers a Free plan at $0, Comfort from $12 per month, and Power from $25 per month.
(From MailerLite's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #5 of 10 | 44% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose MailerLite if you want a budget-friendly, straightforward email service and don’t need a built-in creator network."
> — Perplexity, Newsletter platforms

> "If you’re an author on a budget who wants a straightforward email tool: choose MailerLite."
> — Sonar Reasoning Pro, Newsletter platforms

> "Pick MailerLite if you want a low-cost conventional email-marketing platform for a small business, rather than a newsletter-native media platform."
> — ChatGPT, Newsletter platforms

> "Notable change to know about MailerLite has quietly gutted its free plan."
> — Claude Opus 5, Newsletter platforms


---

# Mailgun: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mailgun
Website: https://www.mailgun.com

Mailgun was named in 39 of 50 AI answers across 1 category. Best position: Transactional email, 78% answer share, ranked #5, named first in 0%.

## What Mailgun is

Mailgun is an email delivery and deliverability service for developers and businesses that send email from applications. It has a free plan with 100 emails a day, paid plans from $15 a month, and enterprise quotes.

It sends email through RESTful APIs or an SMTP relay. Mailgun provides tracking, analytics and webhooks to record email activity. Its real-time Email Validation API checks email addresses, while inbound routing supports receiving email.

Pricing: It has a free plan with 100 emails per day, paid plans starting at $15 per month, and enterprise quotes.
(From Mailgun's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #5 of 12 | 78% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Mailgun: best when you want API flexibility, inbound routing, and email validation, especially for teams that need more control."
> — Perplexity, Transactional email

> "Choose Mailgun if: you want a broad, well‑established email API with inbound routing, validation, granular logs, and regional data control."
> — Sonar Reasoning Pro, Transactional email

> "Choose Mailgun when inbound routing and operational flexibility matter."
> — GPT-5.6 Luna, Transactional email

> "For a greenfield build, I would evaluate Resend, Postmark, and Mailgun first before choosing SendGrid."
> — ChatGPT, Transactional email


---

# Mailjet: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mailjet
Website: https://www.mailjet.com

Mailjet was named in 1 of 50 AI answers across 1 category. Best position: Transactional email, 2% answer share, ranked #11, named first in 0%.

## What Mailjet is

Mailjet is software for marketers, developers and teams that create, send, manage and track marketing and transactional email. It supports teams working on email campaigns and product or service messages.

It provides a drag-and-drop editor with real-time co-editing and reusable templates. Teams can segment audiences, automate workflows from user actions and run A/B tests. Developers can send marketing and transactional email through its RESTful Email API or SMTP relay. Webhooks track email events in real time, while analytics cover deliverability and engagement.

(From Mailjet's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #11 of 12 | 2% | 0% | Claude |

## What the models said

> "Brevo, Mailjet, Sparkpost Also viable, often chosen for pricing or EU data residency."
> — Claude, Transactional email


---

# Mailtrap: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mailtrap
Website: https://mailtrap.io

Mailtrap was named in 26 of 50 AI answers across 1 category. Best position: Transactional email, 52% answer share, ranked #6, named first in 8%.

## What Mailtrap is

Mailtrap is email delivery software for developer and product teams. It supports sending, testing and managing transactional and promotional emails, with a free plan and paid Basic, Business and Enterprise plans that have email-volume limits.

Teams send email through its API or SMTP relay. Its Email Sandbox tests staging emails before release. Mailtrap also receives inbound email through dedicated addresses, webhooks and API access. It records email logs, tracking data and deliverability analytics.

Pricing: It offers a free plan and paid Basic, Business, and Enterprise monthly plans with email-volume limits.
(From Mailtrap's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #6 of 12 | 52% | 8% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Multiple guides call Mailtrap the best email API for most use cases and for Node.js developers due to documentation and tooling."
> — Sonar Reasoning Pro, Transactional email

> "Choose Mailtrap if observability, analytics, and deliverability tooling matter more than minimalist API design."
> — Perplexity, Transactional email

> "If you want deep, granular analytics and an built-in environment to safely test your emails before they go live, Mailtrap is a standout choice."
> — Gemini 3.5 Flash, Transactional email


---

# Make: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/make
Website: https://www.make.com

Make was named in 67 of 100 AI answers across 2 categories. Best position: Automation platforms, 98% answer share, ranked #3, named first in 16%.

## What Make is

Make is an integration and automation development platform for businesses across all verticals. It is used to build workflows and AI agents that connect apps, data sources and AI models. Make offers a Free plan with no time limit or credit card required.

Users can build and manage automations and AI agents visually, in code or with a prompt. Its Visual Builder lets them drag, drop and connect modules to create workflows. Make also supports custom integrations for any API.

Pricing: Make states it has a Free plan with no time limit and no credit card required.
Founded: 2015
(From Make's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #3 of 14 | 98% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #7 of 20 | 36% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Make if your operating team strongly prefers a visual canvas and you will actively manage operation-based usage."
> — ChatGPT, Automation platforms

> "Grouped alongside Zapier as a 2026 leader for non-developers, Make.com offers SOC 2 compliance and native Slack/CRM integrations."
> — Claude, AI agent builders

> "Choose Make if you need complex multi-branching logic, route lots of data, and want lower monthly costs."
> — Gemini, Automation platforms

> "Choose Make over Zapier if you anticipate more complex, multi-step workflows, since it handles branching logic more elegantly at a lower cost."
> — Claude, Automation platforms


---

# Maven: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/maven
Website: https://maven.com

Maven was named in 10 of 50 AI answers across 1 category. Best position: Online course platforms, 20% answer share, ranked #11, named first in 12%.

## What Maven is

Maven is a directory of cohort-based courses. It helps people browse courses across different subjects, with listings organised around current trends, best sellers, upcoming start dates and new additions.

Users can narrow the catalogue by category. Each course listing provides practical details including its duration, start date and instructor names, allowing users to compare available options before choosing a course.

(From Maven's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #11 of 15 | 20% | 12% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Maven if: you want access to an existing audience and aren’t focused on building your own standalone brand site."
> — Sonar Reasoning Pro, Online course platforms

> "Choose Maven if you are launching your first cohort, don't have a large audience, and want to leverage an existing marketplace to find students."
> — Gemini 3.5 Flash, Online course platforms

> "Choose Maven if you want distribution through a cohort marketplace."
> — Perplexity, Online course platforms

> "SkillScouter ranks Maven first because of its instructor-friendly economics and discovery reach, since it's a marketplace built specifically for cohort courses."
> — Claude Fable 5, Online course platforms


---

# Maxio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/maxio
Website: https://www.maxio.com

Maxio was named in 19 of 50 AI answers across 1 category. Best position: Subscription billing, 38% answer share, ranked #8, named first in 0%.

## What Maxio is

Maxio is billing and financial reporting software for B2B SaaS and AI businesses, including product teams. It is designed for companies that need to manage billing models and review financial performance.

It supports usage-based billing through licences, overages or meters. Teams can configure plans or custom contracts with pricing, fees, coupons and upsells. Maxio connects to payment providers or its built-in payment solution. Its dashboards and drill-down reports include ARR summaries and DSO reports.

(From Maxio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #8 of 15 | 38% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Maxio if investor-grade reporting, revenue recognition, and SaaS finance operations matter early."
> — Perplexity, Subscription billing

> "Don’t adopt Orb, Metronome, Chargebee, or Maxio until your pricing or finance complexity genuinely justifies the additional platform."
> — GPT-5.6 Sol, Subscription billing

> "Accounting integration Want all-in-one or tight sync → QuickBooks Online, Zoho, Maxio, Chargebee."
> — Sonar Reasoning Pro, Subscription billing


---

# Memberful: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/memberful

Memberful was named in 1 of 50 AI answers across 1 category. Best position: Creator monetization platforms, 2% answer share, ranked #16, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #16 of 16 | 2% | 0% | ChatGPT |

## What the models said

> "For a premium, membership-centered media business, use Memberful."
> — ChatGPT, Creator monetization platforms


---

# Meta Llama: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/meta-llama
Website: https://ai.developer.meta.com

Meta Llama was named in 17 of 50 AI answers across 1 category. Best position: LLM APIs, 34% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #11 of 15 | 34% | 0% | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "By changing a single model parameter string, you can switch from OpenAI to Anthropic, Google, or open-source models like LLaMA."
> — Gemini 3.5 Flash, LLM APIs

> "Longest context + multimodal → Gemini Pro, optionally Llama via Groq for huge text context."
> — Sonar Reasoning Pro, LLM APIs


---

# Metronome: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/metronome
Website: https://metronome.com

Metronome was named in 24 of 50 AI answers across 1 category. Best position: Subscription billing, 48% answer share, ranked #5, named first in 2%.

## What Metronome is

Metronome is a platform for companies using product-led growth and sales-led motions. It provides real-time metering, pricing, billing and reporting, helping teams manage usage-based products and customer spend.

It supports different pricing models and provides APIs for invoices, dashboards, purchase flows and billing journeys. Customers can view usage and spend in real time, set alerts and spend limits, and access billing data filtered by customer, product, region and timeframe.

(From Metronome's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #5 of 15 | 48% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Metronome if complex enterprise pricing is already a major requirement, or Lago if open-source control and processor independence are priorities."
> — GPT-5.6 Sol, Subscription billing

> "Move to Orb or Metronome once your pricing gets complex or once billing edge cases start eating significant engineering time."
> — Claude, Subscription billing

> "Because of Stripe’s acquisition of Metronome, the platform has heavily optimized its usage-based and hybrid billing mechanics."
> — Gemini 3.5 Flash, Subscription billing

> "If you're already selling to enterprises with negotiated terms, skip ahead to Orb or Metronome now."
> — Claude Opus 5, Subscription billing


---

# Microsoft Clarity: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/microsoft-clarity
Website: https://clarity.microsoft.com

Microsoft Clarity was named in 2 of 50 AI answers across 1 category. Best position: Product analytics, 4% answer share, ranked #13, named first in 0%.

## What Microsoft Clarity is

Microsoft Clarity is a free tool for businesses that want to understand how people use their websites and apps. It has no traffic limits and is designed to help teams identify where users encounter difficulty, what they engage with, and where they leave.

It records user sessions so teams can see where people get stuck. Heatmaps show where users click, scroll and drop off. Clarity also provides AI summaries of behaviour trends and user struggles, and lets users ask questions for data-backed answers. It can track when AI cites a brand’s content and identify the queries that drive those citations.

Pricing: It is free forever with no traffic limits.
(From Microsoft Clarity's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #13 of 13 | 4% | 0% | Gemini 3.5 Flash, Perplexity |

## What the models said

> "Need session replay too → PostHog or add a separate replay tool like Clarity/FullStory."
> — Perplexity, Product analytics


---

# Microsoft Copilot: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/microsoft-copilot
Website: https://support.microsoft.com

Microsoft Copilot was named in 30 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 60% answer share, ranked #5, named first in 2%.

## What Microsoft Copilot is

Microsoft Copilot is a tool for people starting with Copilot Chat. It lets them ask questions, draft content and summarise files. What is included depends on the user’s account or subscription.

Copilot Chat answers questions, drafts content and summarises files. Users can change how they ask to affect the answers they receive. Cowork carries out described tasks and checks with the user before important actions.

Pricing: What is included depends on the user's account or subscription.
(From Microsoft Copilot's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #5 of 19 | 60% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Explicitly recommended as “strongest pick for sales teams” in at least one long‑term hands‑on test across multiple tools."
> — Sonar Reasoning Pro, AI meeting notetakers

> "For most sales teams, it offers the best combination of accurate call notes, sales workflows, and meaningful CRM write-back."
> — GPT-5.6 Luna, AI meeting notetakers

> "Great for growing teams where the founder needs to delegate tasks discussed during executive or product syncs."
> — Gemini, AI meeting notetakers

> "Best for searchable meeting history and CRM sync, with + integrations and + language support, making it the pick for global or audio-only teams."
> — Claude Opus 5, AI meeting notetakers


---

# Midjourney: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/midjourney
Website: https://docs.midjourney.com

Midjourney was named in 52 of 100 AI answers across 2 categories. Best position: AI image generation, 96% answer share, ranked #2, named first in 34%.

## What Midjourney is

Midjourney is a tool for creating five-second videos from a single image. It is available across all plan tiers, with video generation using GPU time. Relax Mode and HD availability vary by plan.

It uses an image as the first frame and can also take an optional text prompt. Users can animate images from the Midjourney gallery or upload their own. It generates four videos per prompt by default, with batch sizes of one, two, or four. Users can extend a video by four seconds at a time, up to 21 seconds.

Pricing: All plan tiers can generate videos in Fast Mode; Relax Mode and HD availability vary by plan, and video generations use GPU time.
(From Midjourney's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #2 of 15 | 96% | 34% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #15 of 16 | 8% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash |

## What the models said

> "If you want the most inspiring concept generator, choose Midjourney; if you design text-heavy visuals, choose Ideogram."
> — GPT-5.6 Luna, AI image generation

> "Choose Midjourney V8 if you want to make breathtaking art, book covers, or marketing concepts where visual appeal is everything."
> — Gemini 3.5 Flash, AI image generation

> "Choose Midjourney if you want the highest visual quality for art, marketing concepts, and realistic portraits."
> — Gemini, AI image generation

> "Choose Midjourney if visual quality and creative exploration matter more than production integration."
> — GPT-5.6 Sol, AI image generation


---

# Mighty Networks: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mighty-networks
Website: https://www.mightynetworks.com

Mighty Networks was named in 65 of 100 AI answers across 2 categories. Best position: Paid community platforms, 88% answer share, ranked #3, named first in 2%.

## What Mighty Networks is

Mighty Networks is a platform for people creating and growing a community business. It brings communities, courses and events together in one product. It is available on iOS, Android and the web.

People can run community spaces, publish courses and host events through the platform. They can charge subscriptions or take one-time payments. Mighty Networks also offers native iOS and Android apps.

Pricing: Launch costs $79 per month, Scale costs $179 per month, and Mighty Pro has custom pricing.
(From Mighty Networks's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #3 of 13 | 88% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #9 of 15 | 42% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Mighty Networks if you want a community-feed-first vibe with courses as a secondary feature rather than the main event."
> — Claude, Paid community platforms

> "Choose Mighty Networks if most of your members will interact via smartphones, or if you want your own standalone App Store app."
> — Gemini, Paid community platforms

> "Go with Circle or Mighty Networks if community engagement, discussion spaces, and mobile access drive your course completion rates."
> — Gemini, Online course platforms

> "Choose Mighty Networks if your community depends heavily on courses, events, and mobile-first engagement."
> — Perplexity, Paid community platforms


---

# Milkshake: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/milkshake
Website: https://milkshake.app

Milkshake was named in 8 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 16% answer share, ranked #9, named first in 0%.

## What Milkshake is

Milkshake is a mobile app for creators who want to build and publish a website. It is aimed at influencers, small businesses, affiliates, artists, podcasters and other creators. Users can publish a site and share its link in a bio. Milkshake has a free plan alongside paid Lite, Pro and Pro+ plans, with monthly, yearly and quarterly billing options.

Users build sites by selecting swipeable Cards, which work as website pages. They add text, images, videos, links and contact details to each Card, then customise layouts, typography, colours, logos and images. Built-in Insights shows site performance, including link clicks and Card views.

Pricing: It has a free plan and paid Lite, Pro, and Pro+ plans, with monthly, yearly, and quarterly billing options stated.
(From Milkshake's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #9 of 13 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |

## What the models said

> "If you must stay free or ultra‑low‑cost, start with Linktree, Beacons, Lnk.Bio, Milkshake, or Carrd."
> — Sonar Reasoning Pro, Link-in-bio tools

> "Choose Milkshake if you want a visual mobile landing page that you manage on your phone."
> — Gemini, Link-in-bio tools


---

# Milvus: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/milvus
Website: https://www.ibm.com

Milvus was named in 45 of 50 AI answers across 1 category. Best position: Vector databases, 90% answer share, ranked #5, named first in 0%.

## What Milvus is

Milvus is an open-source vector database developed by Zilliz. It is built for organisations managing embedding vectors for AI and machine learning applications, including teams that need to store and search large collections of vectors alongside metadata.

Milvus stores vector embeddings at scale and supports high-performance similarity searches across vector data. It separates storage from compute, allowing each layer to scale independently and horizontally. Embeddings can be ingested with metadata through streaming or batch uploads.

Founded: 2017
(From Milvus's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #5 of 16 | 90% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Milvus if you expect very large-scale open-source vector search and are comfortable with more operational complexity."
> — Perplexity, Vector databases

> "Choose Milvus at genuinely large scale Milvus is worth considering for very large collections, high ingestion rates, or distributed deployments."
> — GPT-5.6 Luna, Vector databases

> "The best vector databases for RAG are Chroma and pgvector for small-scale projects, Qdrant and Milvus for self-hosted production, and Pinecone for fully managed deployments."
> — Claude, Vector databases

> "Milvus / Zilliz: strongest large-scale architecture Milvus spans three operational modes: embedded Milvus Lite, single-machine Standalone, and Kubernetes-oriented Distributed."
> — GPT-5.6 Sol, Vector databases


---

# MindStudio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mindstudio

MindStudio was named in 8 of 50 AI answers across 1 category. Best position: AI agent builders, 16% answer share, ranked #11, named first in 8%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #11 of 20 | 16% | 8% | Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose MindStudio if your team has zero engineers and you need to deploy production-ready agents inside your business by tomorrow morning."
> — Gemini 3.5 Flash, AI agent builders

> "If you want one recommendation for most startups, choose Taskade Agents v2; if your team is mostly non-technical and speed matters more than flexibility, choose MindStudio."
> — Perplexity, AI agent builders

> "Dedicated agent builders Botpress, Voiceflow, Relevance AI, Gumloop, Stack AI, and MindStudio appear repeatedly across the independent lists."
> — Claude Opus 5, AI agent builders

> "Given these points, MindStudio gives you speed, low cost, and minimal engineering dependency, which matches your constraint of not having a big technical team."
> — Sonar Reasoning Pro, AI agent builders


---

# MiniMax: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/minimax
Website: https://www.minimax.io

MiniMax was named in 6 of 50 AI answers across 1 category. Best position: AI voice generation, 12% answer share, ranked #14, named first in 0%.

## What MiniMax is

MiniMax develops multimodal AI models and AI-native products for individual users, enterprises and developers worldwide. Its product range includes MiniMax Code, MiniMax Design, MiniMax Audio, Talkie, and an Open API Platform for enterprise and developer use.

Its models work across text, audio, images, video and music. They can understand, generate and integrate these formats within the company’s products and platform, supporting applications that use more than one type of content.

Founded: 2022
(From MiniMax's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #14 of 17 | 12% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini |

## What the models said

> "For solo narrated content like history, true crime, or deep dives, ElevenLabs and MiniMax Speech HD produce industry-leading sustained narration."
> — Claude, AI voice generation


---

# Mistral: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mistral
Website: https://docs.mistral.ai

Mistral was named in 22 of 50 AI answers across 1 category. Best position: LLM APIs, 44% answer share, ranked #9, named first in 0%.

## What Mistral is

Mistral provides open-weight and commercial large language models. Its products are intended for people and organisations that need models for reasoning, coding, tool use and agentic tasks. Mistral lists model prices by input, cached input and output, including per-million-token pricing for flagship models.

Its core offering includes text and multimodal models, alongside OCR, audio, embedding and safety models. The OCR models support document understanding, text extraction and structured outputs. Audio models cover speech transcription, realtime transcription and speech generation. Embedding models convert text or code into vectors for retrieval and similarity search. Safety models support filtering, moderation and policy checks.

Pricing: Mistral lists model prices by input, cached input, and output, including per-million-token pricing for flagship models.
(From Mistral's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #9 of 15 | 44% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For startups and SMBs, Together AI, Mistral, and DeepSeek offer the best cost-to-performance ratios, and Together AI's pay-as-you-go model works well for variable traffic patterns."
> — Claude, LLM APIs

> "Data residency / self-hosting requirements: open-weight models on your own infrastructure, or Mistral's API for an EU-based provider."
> — Claude Opus 5, LLM APIs

> "Add Mistral when deployment control or European hosting matters, Cohere for enterprise retrieval, and xAI when its particular model behavior or ecosystem is strategically useful."
> — GPT-5.6 Sol, LLM APIs


---

# Mixpanel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mixpanel
Website: https://mixpanel.com

Mixpanel was named in 50 of 50 AI answers across 1 category. Best position: Product analytics, 100% answer share, ranked #2, named first in 22%.

## What Mixpanel is

Mixpanel is a product intelligence platform for analysing user behaviour in products. It is built for product, data and marketing teams. A 14-day free trial is available without a card.

The platform gives teams real-time, self-serve access to user behaviour and trends. It analyses funnels to show where users drop off in a journey, and supports cohort analysis for comparing distinct groups and behaviours. Mixpanel brings analytics, session replay and heatmaps together in one platform. Its session replay masks sensitive information by default, with users able to choose what to unmask.

Pricing: A 14-day free trial is available with no card required.
(From Mixpanel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #2 of 13 | 100% | 22% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Mixpanel if you want the cleanest UI, easiest learning curve, and best funnel analysis for your PMs and marketers."
> — Gemini, Product analytics

> "If ease of use for product managers matters more than having an integrated engineering platform, choose Mixpanel."
> — GPT-5.6 Sol, Product analytics

> "Choose Mixpanel if you want the gold standard of event-based analytics to build complex conversion funnels and user retention charts."
> — Gemini 3.5 Flash, Product analytics

> "Choose Mixpanel if you want a narrower, highly polished analytics-first tool and will use separate tools for replay and experimentation."
> — ChatGPT, Product analytics


---

# MLflow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mlflow

MLflow was named in 15 of 50 AI answers across 1 category. Best position: LLM observability and evals, 30% answer share, ranked #9, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #9 of 13 | 30% | 2% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If data residency is non-negotiable, that filter alone eliminates most of the list and Langfuse/Phoenix/MLflow become the shortlist by default."
> — Claude Opus 5, LLM observability and evals

> "Open‑source oriented lists highlight Langfuse, Arize Phoenix, OpenObserve, TruLens, Evidently AI, ZenML, PostHog, MLflow, and Traceloop/OpenLLMetry."
> — Sonar Reasoning Pro, LLM observability and evals


---

# Modal: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/modal
Website: https://modal.com

Modal was named in 34 of 50 AI answers across 1 category. Best position: Inference hosting, 68% answer share, ranked #5, named first in 4%.

## What Modal is

Modal is AI infrastructure for developers running inference, model training, batch processing and sandboxes in production. It is for teams that need to run AI workloads and isolated environments for untrusted code.

Developers define cloud environments in Python code. Modal runs workloads across clouds and regions, with autoscaling for demand. It supports inference, training and batch processing, while providing logging and visibility across functions, sandboxes and containers. It includes $30 per month of free compute.

Pricing: It includes $30 per month of free compute.
(From Modal's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #5 of 18 | 68% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Short answer For most developers in 2026, I’d recommend [Modal] as the default platform for hosting and serving open-source models."
> — GPT-5.6 Luna, Inference hosting

> "Custom inference code or multi-model pipeline Choose Baseten or Modal."
> — GPT-5.6 Sol, Inference hosting

> "Use Runpod or Modal if cost control, custom Python logic, or unusual dependencies matter more than managed operations."
> — ChatGPT, Inference hosting

> "Replicate offers a community model marketplace with rapid deployment, while Modal provides serverless GPU compute."
> — Claude, Inference hosting


---

# Monday CRM: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/monday-crm
Website: https://monday.com

Monday CRM was named in 4 of 50 AI answers across 1 category. Best position: CRM for startups, 8% answer share, ranked #13, named first in 0%.

## What Monday CRM is

Monday CRM is an AI work platform for teams in marketing, operations, IT, product, sales, HR and PMO. It gives people and agents a shared place to manage work and view data across teams, tools and products.

It uses code-free automations for notifications, reminders, task assignments, task creation and handovers. Teams can connect tools including Google Calendar and Dropbox, then consolidate work data into one view. The platform creates real-time dashboards and reports, with AI-generated summaries and alerts. It offers a Free plan with no time limit or credit card requirement.

Pricing: It offers a Free plan with unlimited time and no credit card needed.
(From Monday CRM's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #13 of 13 | 8% | 0% | Claude Opus 5, Claude, Claude Fable 5 |


---

# MongoDB: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mongodb
Website: https://www.mongodb.com

MongoDB was named in 35 of 100 AI answers across 2 categories. Best position: Databases for startups, 64% answer share, ranked #6, named first in 0%.

## What MongoDB is

MongoDB Atlas is a multi-cloud database for builders working with data. It combines a document model with data services and is available through a free tier, Flex tier and Dedicated tier.

It uses a JSON-like document data model that maps to objects in application code. Its unified Query API can query, transform and analyse data. Atlas also includes vector search, search, stream processing and data federation. It can be deployed through the Atlas UI, command-line interface, Kubernetes Operator or an infrastructure-as-code provider.

Pricing: Atlas has a free tier at $0 per hour, a Flex tier at $0.011 per hour, and Dedicated starts at $0.08 per hour.
(From MongoDB's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #6 of 17 | 64% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Vector databases (https://www.memetik.ai/index/vector-databases) | #15 of 16 | 6% | 0% | Claude, Sonar Reasoning Pro |

## What the models said

> "Don’t start with MongoDB, Redis, Elasticsearch, a graph DB, and a warehouse unless a specific product requirement demands them."
> — ChatGPT, Databases for startups

> "Choose MongoDB Atlas if your data doesn't fit nicely into tables and columns."
> — Gemini 3.5 Flash, Databases for startups

> "When to choose something other than PostgreSQL MongoDB Atlas: your core data is genuinely document-oriented, deeply nested, and has few relational integrity requirements."
> — GPT-5.6 Sol, Databases for startups

> "If you're doing massive write-heavy, loosely structured logging/event data → DynamoDB or MongoDB might fit better."
> — Claude, Databases for startups


---

# Mubert: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/mubert
Website: https://mubert.com

Mubert was named in 24 of 50 AI answers across 1 category. Best position: AI music generation, 48% answer share, ranked #6, named first in 2%.

## What Mubert is

Mubert is an AI music generator for video content, podcasts, apps and other software products. It is built for content creators, artists, developers, brands and listeners who need generated music for projects, products or selected moods.

Mubert generates soundtracks from artists’ samples, using inputs such as mood and duration. Its core tools include Mubert Render for creating AI soundtracks, an API for adding soundtrack generation to apps and games, Mubert Studio for musicians contributing samples and loops, and Mubert Play for AI music streams based on selected moods.

(From Mubert's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #6 of 15 | 48% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For royalty-free background music, the strongest all-around picks are Soundraw and Beatoven.ai; if you want more music, Mubert is also a top choice."
> — Perplexity, AI music generation

> "The strongest overall pick for royalty‑free background music today is, with Mubert as the best alternative if you want adaptive/streaming-style background audio rather than fixed tracks."
> — Sonar Reasoning Pro, AI music generation

> "For stream-pack creators, podcasters, and long-form video creators, Mubert is the go-to tool."
> — Gemini 3.5 Flash, AI music generation

> "If you need lots of ambient background tracks quickly and cheaply, Mubert is hard to beat."
> — Claude Fable 5, AI music generation


---

# Munch: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/munch
Website: https://www.munchstudio.com

Munch was named in 6 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 12% answer share, ranked #12, named first in 0%.

## What Munch is

Munch Studio is software for businesses that manage a social media presence. It is designed for businesses, including enterprise brands and agencies with specific requirements.

It trains on a business’s website, existing posts and brand materials to produce content. Munch creates a content plan based on the brand, voice and audience, and generates posters and carousels. It publishes content to Instagram, Facebook, LinkedIn, YouTube and TikTok. Its dashboard shows post performance across those platforms.

Pricing: Plans include Essential at $48/month, Premium at $75/month, Studio at $148/month, and Scale at $398/month, with annual-billing options also shown.
(From Munch's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #12 of 14 | 12% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Gemini |

## What the models said

> "Choose Munch if you are a marketing professional who wants data-driven topic suggestions and instant social media copy."
> — Gemini, Short-form clipping tools

> "If you co-host or interview guests regularly, Munch is worth the extra cost."
> — Claude, Short-form clipping tools


---

# Murf: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/murf
Website: https://murf.ai

Murf was named in 37 of 50 AI answers across 1 category. Best position: AI voice generation, 74% answer share, ranked #2, named first in 0%.

## What Murf is

Murf is an AI voice platform for developers, creators and enterprises. It is used to build voice agents and create voice content with speech models and supporting infrastructure.

Users can build production-ready conversational agents and use Murf’s text-to-speech API for real-time conversations. The platform also provides customisable AI voiceovers and tools for localising video content in more than 10 languages.

Founded: 2020
(From Murf's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #2 of 17 | 74% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Other good options Murf AI Good for polished narration, branded intros, advertisements, and educational or business podcasts."
> — GPT-5.6 Luna, AI voice generation

> "Choose Murf if you mainly need structured narration, sponsor reads, or clearer studio-style delivery."
> — Perplexity, AI voice generation

> "Go with Murf AI if you want an easy visual studio to build voiceovers on top of videos."
> — Gemini, AI voice generation

> "If you want a huge library of professional, ready-to-use voice actors with an easy timeline editor to sync with music, use Murf.ai."
> — Gemini 3.5 Flash, AI voice generation


---

# n8n: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/n8n
Website: https://n8n.io

n8n was named in 79 of 100 AI answers across 2 categories. Best position: Automation platforms, 100% answer share, ranked #2, named first in 14%.

## What n8n is

n8n is a platform for technical teams building AI agents and automating workflows. It has a free community version and a paid enterprise licence. Teams can use it in the cloud or deploy it in their own private network with Docker or Kubernetes.

Workflows can start from app events, schedules, chat messages, event streams, webhooks or other workflows. n8n includes more than 500 pre-configured integrations, and users can add a missing integration with a pasted curl command. Self-hosted users can add JavaScript or Python code nodes and npm packages. An agent can run inside a workflow or independently, using a selected model and defined access limits.

Pricing: The community version is free, while an enterprise license is paid.
(From n8n's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #2 of 14 | 100% | 14% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #2 of 20 | 58% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Choose n8n if you have technical help and prefer self-hosting or want to avoid being boxed into a no-code vendor."
> — ChatGPT, Automation platforms

> "Choose n8n if you have technical skills, want to integrate AI LLMs natively, or want to self-host for low cost and full privacy."
> — Gemini, Automation platforms

> "Choose n8n if your startup is technical, handles highly sensitive data, or is building AI-heavy workflows."
> — Gemini 3.5 Flash, Automation platforms

> "But the recommendation comes with a non-negotiable condition: choose n8n if an engineer owns automation."
> — Claude Opus 5, Automation platforms


---

# Nano Banana: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/nano-banana
Website: https://aistudio.google.com

Nano Banana was named in 18 of 50 AI answers across 1 category. Best position: AI image generation, 36% answer share, ranked #6, named first in 10%.

## What Nano Banana is

Nano Banana is an image-generation product in Google AI Studio for developers building with an API. It generates images from prompts and supports targeted changes through multi-turn conversations.

The product can use Google Search grounding in supported models. It supports image upscaling up to 4K and adds an invisible SynthID watermark to generated images.

(From Nano Banana's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #6 of 15 | 36% | 10% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Several production-focused tests name Nano Banana Pro/2 as “best overall quality” or “best overall model” in real-world scenarios."
> — Sonar Reasoning Pro, AI image generation

> "Choose Nano Banana / Gemini if you want fast, reliable, realistic outputs and work inside Google’s ecosystem."
> — Perplexity, AI image generation

> "Choose Gemini if you frequently modify photos of people, pets or products."
> — GPT-5.6 Sol, AI image generation

> "The newer Nano Banana 2, launched in February 2026, is Google's high-efficiency model, combining "Pro"-level reasoning with faster "Flash" architecture."
> — Claude Opus 5, AI image generation


---

# Nas.io: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/nas-io
Website: https://nas.com

Nas.io was named in 1 of 50 AI answers across 1 category. Best position: Paid community platforms, 2% answer share, ranked #13, named first in 0%.

## What Nas.io is

Nas.io is an online platform for people selling products, skills or services. It creates a storefront and marketing campaigns from a photo of an offer, or from a written description. It is free to start and states that it adds no fees.

Users upload a product photo or describe what they sell. The platform’s AI creates the offer, sales page and checkout, then generates marketing content and ads. Users can connect a Facebook/Meta account and launch ads through Nas.io. It accepts payments globally and includes an orders dashboard.

Pricing: It is free to start and states it has 0% added fees.
(From Nas.io's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #13 of 13 | 2% | 0% | Claude |


---

# Neon: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/neon
Website: https://neon.com

Neon was named in 48 of 100 AI answers across 2 categories. Best position: Databases for startups, 90% answer share, ranked #3, named first in 22%.

## What Neon is

Neon provides Postgres with pgvector already installed. It is for teams and developers that want to store vectors and run vector search within a Postgres database.

Users enable pgvector with a SQL extension command, then store vectors in Postgres for search. Neon supports nearest-neighbour search through HNSW indexes, allowing searches across stored vectors without moving them to a separate vector database.

(From Neon's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #3 of 17 | 90% | 22% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Vector databases (https://www.memetik.ai/index/vector-databases) | #14 of 16 | 6% | 0% | GPT-5.6 Luna, Gemini |

## What the models said

> "Choose Neon if you want PostgreSQL with a strong serverless/free-tier style setup and cost-sensitive early experimentation."
> — Perplexity, Databases for startups

> "Neon's branching is great for CI but connection limits and per-branch costs get awkward with thousands of tenant databases."
> — Claude Opus 5, Databases for startups

> "If you only want a database without bundled auth/storage and care about serverless scaling and branching, Neon is the leading alternative."
> — Sonar Reasoning Pro, Databases for startups

> "Choose Neon if you have a custom backend and want the absolute best developer experience on Postgres."
> — Gemini 3.5 Flash, Databases for startups


---

# Netlify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/netlify
Website: https://www.netlify.com

Netlify was named in 27 of 50 AI answers across 1 category. Best position: App hosting for startups, 54% answer share, ranked #9, named first in 0%.

## What Netlify is

Netlify is a web development platform for teams building and deploying web applications. It is designed for teams shipping applications and supports starting projects through AI, Git, the command line, or drag and drop.

The platform provides serverless functions, databases, authentication, storage and access to AI models. It creates a preview URL for every push, pull request and prompt, so teams can review changes before release. Netlify deploys projects on a global edge network with HTTPS and DDoS protection.

(From Netlify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #9 of 18 | 54% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Netlify when collaborative publishing and built-in web features matter more than deep framework optimization."
> — GPT-5.6 Sol, App hosting for startups

> "For Jamstack/static sites Netlify is a strong alternative, best for Jamstack and static sites."
> — Claude, App hosting for startups

> "Next.js / SvelteKit / React SPA: frontend‑optimized platforms like Vercel, Netlify, or Cloudflare Pages."
> — Sonar Reasoning Pro, App hosting for startups

> "My practical shortlist For a personal site or documentation Cloudflare Pages Netlify Vercel Use Netlify if you want built-in forms and content workflows."
> — GPT-5.6 Luna, App hosting for startups


---

# Neural Frames: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/neural-frames

Neural Frames was named in 2 of 50 AI answers across 1 category. Best position: AI music generation, 4% answer share, ranked #14, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #14 of 15 | 4% | 0% | Claude, Perplexity |


---

# NextAuth / Auth.js: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/nextauth-auth-js
Website: https://next-auth.js.org

NextAuth / Auth.js was named in 14 of 50 AI answers across 1 category. Best position: Authentication for developers, 28% answer share, ranked #9, named first in 4%.

## What NextAuth / Auth.js is

NextAuth.js, also known as Auth.js, is an open-source authentication product for Next.js applications. It is for people adding sign-in and account access to a Next.js app.

It supports sign-in services including Google, Facebook, Auth0 and Apple, alongside email, passwordless, magic-link, username/password, and OAuth 1.0 and 2.0 authentication. It can run with a database or without one, using database sessions or JWTs. It secures web pages and API routes with server-only cookies, CSRF validation and JWT mechanisms.

(From NextAuth / Auth.js's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #9 of 17 | 28% | 4% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want full ownership, no vendor lock-in, and don't mind writing more code: go with Auth.js or Better-Auth."
> — Claude, Authentication for developers

> "Reportedly the Auth.js maintainers themselves now recommend Better Auth for new projects."
> — Claude Opus 5, Authentication for developers

> "Auth.js / NextAuth.js Formerly known as NextAuth.js, Auth.js is the most widely downloaded open-source library for Next.js."
> — Gemini 3.5 Flash, Authentication for developers

> "You’re migrating an older Next.js app that already uses NextAuth Stay on Auth.js / NextAuth.js v5 or migrate within that ecosystem."
> — Sonar Reasoning Pro, Authentication for developers


---

# Northflank: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/northflank

Northflank was named in 7 of 50 AI answers across 1 category. Best position: Databases for startups, 14% answer share, ranked #10, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #10 of 17 | 14% | 2% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |


---

# Notion: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/notion
Website: https://www.notion.com

Notion was named in 40 of 100 AI answers across 2 categories. Best position: AI meeting notetakers, 50% answer share, ranked #7, named first in 0%.

## What Notion is

Notion is a workspace for teams to capture knowledge, find answers and automate work. It is available free.

It uses block-based documents and databases to organise work. Search can retrieve information from Notion, Slack, Jira and other sources. Its agents can take action across work and run team workflows. The developer platform can sync external records into Notion databases and lets developers build custom tools for agents.

Pricing: Notion is available free.
(From Notion's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #7 of 19 | 50% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #7 of 13 | 30% | 2% | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Go with Fathom if you want a reliable, free tool for standard video calls that seamlessly syncs to Slack and Notion."
> — Gemini, AI meeting notetakers

> "As your team grows and you need action items flowing into a CRM or project tool, layer in Fireflies or Notion's notetaker."
> — Claude, AI meeting notetakers

> "You can drop these "voice of the customer" clips directly into Slack, Notion, or Linear for your engineering team to watch."
> — Gemini 3.5 Flash, AI meeting notetakers

> "Integrates with founder-oriented tools including Attio, Notion, Slack, HubSpot, Affinity, Zapier, MCP, and an API."
> — GPT-5.6 Sol, AI meeting notetakers


---

# Ollama: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/ollama

Ollama was named in 21 of 50 AI answers across 1 category. Best position: Inference hosting, 42% answer share, ranked #9, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #9 of 18 | 42% | 2% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "You spin up a pod, pull your model, and deploy an open-source inference engine like vLLM or Ollama."
> — Gemini 3.5 Flash, Inference hosting

> "On these, you'd typically run vLLM, TGI, or Ollama/llama.cpp as the actual serving engine."
> — Claude, Inference hosting

> "For local/self-hosted running rather than managed hosting, tools like Ollama and vLLM are highlighted as strong options, but they are serving stacks rather than managed platforms."
> — Perplexity, Inference hosting


---

# OnPay: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/onpay
Website: https://onpay.com

OnPay was named in 26 of 50 AI answers across 1 category. Best position: Payroll for startups, 52% answer share, ranked #6, named first in 0%.

## What OnPay is

OnPay provides payroll, HR, and benefits software for new, small, and mid-size businesses. It is intended for businesses that need to manage employee pay and related people processes in one product.

It supports direct deposit for payroll payments and includes features for hiring and onboarding. Businesses can manage paid time off, use built-in reporting, and connect OnPay with other systems through integrations.

(From OnPay's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #6 of 14 | 52% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Gusto or OnPay if you want simple, affordable, highly-rated payroll without extra complexity."
> — Claude, Payroll for startups

> "Choose OnPay if transparent pricing and inexpensive multistate payroll are priorities."
> — GPT-5.6 Sol, Payroll for startups

> "Choose OnPay or Patriot if minimizing monthly software overhead is the top priority."
> — Gemini, Payroll for startups

> "If your startup is U.S.-only and has 10 employees, I’d narrow it to Gusto if you want the best balance of usability and features, or OnPay if price matters most."
> — Perplexity, Payroll for startups


---

# OpenAI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/openai
Website: https://developers.openai.com

OpenAI was named in 63 of 100 AI answers across 2 categories. Best position: LLM APIs, 100% answer share, ranked #1, named first in 66%.

## What OpenAI is

OpenAI provides an Audio API speech endpoint that converts text into spoken audio. It is for developers who need to add text-to-speech output to their products or services.

The endpoint receives a model, text input and a voice. It uses built-in voices to render the supplied text as speech. It also supports realtime audio streaming, allowing playback to begin before the complete audio file has been generated.

(From OpenAI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #1 of 15 | 100% | 66% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #7 of 17 | 26% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose OpenAI if you want the most reliable, standard infrastructure with easy access to voice and image generation."
> — Gemini 3.5 Flash, LLM APIs

> "If it is primarily agents, coding, structured business workflows, or a broad SaaS assistant, start with OpenAI."
> — GPT-5.6 Luna, LLM APIs

> "Great for rapid prototyping: many developers report getting a working prototype with GPT-4/5 in under an hour."
> — Sonar Reasoning Pro, LLM APIs

> "Why I’d choose OpenAI first Strong general-purpose baseline: suitable for assistants, structured extraction, coding, RAG, and agents."
> — GPT-5.6 Sol, LLM APIs


---

# OpenArt: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/openart

OpenArt was named in 12 of 50 AI answers across 1 category. Best position: AI image generation, 24% answer share, ranked #9, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #9 of 15 | 24% | 2% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For a designer, the best overall choice is usually OpenArt AI Image Generator if you want a multi-model workflow with image generation plus editing in one place."
> — Perplexity, AI image generation

> "Optional: one “hub” tool OpenArt if you want to test several leading models and keep editing, restyling, and upscaling in a single workflow."
> — Sonar Reasoning Pro, AI image generation


---

# OpenObserve: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/openobserve

OpenObserve was named in 14 of 50 AI answers across 1 category. Best position: LLM observability and evals, 28% answer share, ranked #10, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #10 of 13 | 28% | 2% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Langfuse, Arize Phoenix, OpenObserve, and others all ingest OTel, so you keep the option to switch backends without re-instrumenting."
> — Claude Opus 5, LLM observability and evals

> "Open‑source oriented lists highlight Langfuse, Arize Phoenix, OpenObserve, TruLens, Evidently AI, ZenML, PostHog, MLflow, and Traceloop/OpenLLMetry."
> — Sonar Reasoning Pro, LLM observability and evals


---

# OpenRouter: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/openrouter
Website: https://openrouter.ai

OpenRouter was named in 33 of 100 AI answers across 2 categories. Best position: LLM APIs, 54% answer share, ranked #5, named first in 0%.

## What OpenRouter is

OpenRouter provides a unified API interface for accessing AI models. It is for users who need to work with different models and providers through one service, using credits rather than subscriptions.

The service lets users generate text, images, videos and audio through a single interface. It routes requests across providers and can use a fallback when a provider goes down. Its data policies can limit prompts to selected models and providers. Credits can be used with any model or provider.

Pricing: It uses credits and states there are no subscriptions.
(From OpenRouter's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #5 of 15 | 54% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #15 of 18 | 12% | 2% | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash |

## What the models said

> "Choose OpenRouter if you are still in the R&D phase and want to experiment with different models without integration friction."
> — Gemini 3.5 Flash, LLM APIs

> "OpenRouter / similar gateway: best if you want to avoid vendor lock-in and route by task."
> — Perplexity, LLM APIs

> "Choose OpenRouter if routing across many LLM providers matters."
> — Claude, LLM APIs

> "Want one SDK that can hit many providers → Unified/aggregator APIs like OpenRouter, TokenMix, or other unified LLM APIs."
> — Sonar Reasoning Pro, LLM APIs


---

# OpenSearch: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/opensearch

OpenSearch was named in 18 of 50 AI answers across 1 category. Best position: Vector databases, 36% answer share, ranked #8, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #8 of 16 | 36% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Elasticsearch/OpenSearch and Weaviate are both called out as strongest for hybrid BM25 + vector work pgvector can do hybrid via Postgres full-text search, but it's more assembly required."
> — Claude Opus 5, Vector databases

> "Elasticsearch / OpenSearch Recommended when hybrid search requirements are primary and you already rely on Elasticsearch for text search."
> — Sonar Reasoning Pro, Vector databases

> "Elasticsearch/OpenSearch if your organization already operates that ecosystem."
> — GPT-5.6 Luna, Vector databases

> "Weaviate, Elasticsearch/OpenSearch, and Qdrant handle this well natively."
> — Claude, Vector databases


---

# Opus Clip: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/opus-clip
Website: https://www.opus.pro

Opus Clip was named in 48 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 96% answer share, ranked #1, named first in 72%.

## What Opus Clip is

Opus Clip is software for editing video clips. It is available on Free, Starter, Pro and Business plans, with prices from $0 to $29 per month and a custom Business option.

It uses AI clipping to create clips from imported local videos or YouTube videos. The software can add captions using animated caption templates and reframe clips to a 9:16 aspect ratio.

Pricing: It offers Free ($0), Starter ($15/mo), Pro ($29/mo), and Business (Custom) plans.
(From Opus Clip's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #1 of 14 | 96% | 72% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Opus Clip if you just want to paste a YouTube link or file and get instant viral clips with zero hassle."
> — Gemini, Short-form clipping tools

> "The best AI tool specifically for turning long videos into short clips for TikTok and Reels is OpusClip."
> — Sonar Reasoning Pro, Short-form clipping tools

> "Choose Opus Clip if you already have completed episodes on YouTube and just want to generate high-performing social clips with zero effort."
> — Gemini 3.5 Flash, Short-form clipping tools

> "For a podcaster, the strongest all-around picks are Choppity, Vizard, OpusClip, and Descript."
> — Perplexity, Short-form clipping tools


---

# Orb: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/orb
Website: https://www.withorb.com

Orb was named in 19 of 50 AI answers across 1 category. Best position: Subscription billing, 38% answer share, ranked #7, named first in 0%.

## What Orb is

Orb is a platform for teams managing usage-based billing and pricing. It is intended for organisations that need to measure usage and set or change pricing models, including token, credit and per-action pricing.

Orb meters usage at scale and connects usage data with pricing, revenue recognition and ERP systems. Teams can simulate pricing options, iterate on models and optimise prices using the platform.

(From Orb's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #7 of 15 | 38% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |


---

# Ory: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/ory
Website: https://www.ory.com

Ory was named in 1 of 50 AI answers across 1 category. Best position: Authentication for developers, 2% answer share, ranked #17, named first in 0%.

## What Ory is

Ory provides identity and access management for applications, enterprises, customers, partners, machines, and AI agents. It is built for organisations that need to manage access across customer-facing applications and B2B environments.

It provides login and signup flows, along with single sign-on, SAML, SCIM, and granular permissions. Ory also supplies authentication, auditing, and authorisation controls for AI agents and machine-to-machine systems. It can run as self-hosted components, enterprise software, or a managed cloud service.

(From Ory's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #17 of 17 | 2% | 0% | Sonar Reasoning Pro |


---

# Otter: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/otter
Website: https://otter.ai

Otter was named in 27 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 54% answer share, ranked #6, named first in 4%.

## What Otter is

Otter is an AI meeting notetaker for teams in sales, education, media, recruiting and SDR work. It transcribes meetings into searchable knowledge and offers a free starting option.

Teams can capture meetings by sending an AI notetaker, recording on desktop or Chrome, or using mobile capture. Otter provides live transcription in multiple languages with speaker recognition, then creates summaries covering decisions, action items and insights. Its AI Chat searches meeting records and connected apps to answer questions and create follow-ups, reports and content. Meetings can be organised into Channels by team, project or topic.

Pricing: Otter offers a free starting option.
(From Otter's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #6 of 19 | 54% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Otter.ai: best for live transcription Otter remains particularly good when the transcript itself matters."
> — GPT-5.6 Luna, AI meeting notetakers

> "If your day is mostly live remote calls, it notes that Otter is a reasonable alternative."
> — Sonar Reasoning Pro, AI meeting notetakers

> "Choose Granola when a meeting bot would be awkward, Fireflies when notes must trigger business workflows, and Otter when the live transcript is as important as the post-meeting summary."
> — GPT-5.6 Sol, AI meeting notetakers

> "If you want live transcription, Otter.ai remains one of the most established choices."
> — Perplexity, AI meeting notetakers


---

# Outreach: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/outreach
Website: https://www.outreach.ai

Outreach was named in 14 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 28% answer share, ranked #8, named first in 0%.

## What Outreach is

Outreach is an agentic AI platform for revenue teams. It brings together prospect engagement, customer retention, coaching and revenue intelligence for sales leaders, revenue operations, sales managers, account executives, customer success teams and sales development teams.

The platform uses past interactions and deals to prioritise accounts and prospects, generate content and recommend actions. It captures sales activity and engages customers across channels, while AI agents support sequencing and act on behalf of sellers across the customer lifecycle. Its conversation intelligence supplies real-time battle cards, objection handling and action-item detection.

(From Outreach's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #8 of 20 | 28% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Tools like Clay help you deeply research and enrich prospects before outreach so every message is hyper-relevant."
> — Claude Opus 5, AI outbound and prospecting

> "Then, its built-in AI uses that enriched data to write highly specific, context-aware personalized outreach."
> — Gemini 3.5 Flash, AI outbound and prospecting

> "Add Clay only once generic list-based outreach is working and you have a reason to personalize at scale."
> — ChatGPT, AI outbound and prospecting

> "Its analytics, permissions and workflow controls are also less sophisticated than Outreach or Salesloft."
> — GPT-5.6 Sol, AI outbound and prospecting


---

# Oyster: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/oyster
Website: https://www.oysterhr.com

Oyster was named in 1 of 50 AI answers across 1 category. Best position: Payroll for startups, 2% answer share, ranked #12, named first in 0%.

## What Oyster is

Oyster is global payroll and HR software for teams hiring, paying and managing workers across 180+ countries. It is built for companies that need to care for international employees and contractors.

Oyster provides employer-of-record services without requiring local entities. It generates compliant contracts, runs payroll, offers benefits and provides local insights. For contractors, it supports compliant contracts, automated invoicing and payments in more than 120 currencies. It also connects with HRIS, applicant tracking and accounting systems.

(From Oyster's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #12 of 14 | 2% | 0% | Sonar Reasoning Pro |


---

# Paddle: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/paddle
Website: https://www.paddle.com

Paddle was named in 35 of 50 AI answers across 1 category. Best position: Subscription billing, 70% answer share, ranked #3, named first in 22%.

## What Paddle is

Paddle is a Merchant of Record platform for digital product businesses. It manages payments, tax, compliance and billing across more than 300 markets. Its pay-as-you-go pricing is 5% plus 50¢ per Checkout transaction, while rapidly scaling and established large-scale businesses can access custom pricing.

The platform combines payments, subscriptions and localised checkout with sales tax and regulatory compliance. ProfitWell Metrics provides real-time data on subscriptions, retention and growth. Retain works to recover failed payments, reduce cancellations and optimise subscriptions.

Pricing: Pay-as-you-go pricing is 5% + 50¢ per Checkout transaction, with custom pricing for rapidly scaling and established large-scale businesses.
(From Paddle's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #3 of 15 | 70% | 22% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Practical recommendation: if you're a small team selling SaaS/digital products globally, start with Paddle or Lemon Squeezy/Creem."
> — Claude Fable 5, Subscription billing

> "Practical recommendations by startup stage Pre-revenue or early MVP Start with Stripe Billing unless you have a specific reason to use Paddle."
> — GPT-5.6 Luna, Subscription billing

> "If your top priority is “sell globally and avoid building tax operations,” choose Paddle."
> — Perplexity, Subscription billing

> "Choose Paddle if you are B2B-focused and need advanced billing logic."
> — Gemini 3.5 Flash, Subscription billing


---

# Parallel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/parallel
Website: https://parallel.ai

Parallel was named in 21 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 42% answer share, ranked #7, named first in 4%.

## What Parallel is

Parallel provides web infrastructure and APIs for AI agents, including assistants, copilots and coding agents. It is designed for agents that need to work with current web information. Pricing is pay-as-you-go, with up to 5,000 requests a month free and per-request API prices.

Its Search API returns ranked web URLs and compressed excerpts. Its Extract API retrieves page contents from a URL. Its Responses API returns cited answers from the live web. Its Monitor API tracks changes to events on the web.

Pricing: It uses pay-as-you-go pricing, with up to 5,000 requests per month free and per-request API prices.
(From Parallel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #7 of 17 | 42% | 4% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Parallel if you want fresh, cited web results optimized for agent consumption and predictable request-based economics."
> — Perplexity, Web search and scraping APIs for AI

> "If you want raw speed/accuracy on agentic benchmarks Parallel AI is posting the strongest numbers in independent-style evaluations."
> — Claude, Web search and scraping APIs for AI

> "Benchmarks and honest-comparison articles place Parallel as “best overall for AI agents and RAG”."
> — Sonar Reasoning Pro, Web search and scraping APIs for AI

> "On BrowseComp, Parallel Basic scored 53% against Tavily's 42% and Exa's 40% in an April 2026 evaluation."
> — Claude Fable 5, Web search and scraping APIs for AI


---

# Patreon: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/patreon
Website: https://www.patreon.com

Patreon was named in 32 of 100 AI answers across 2 categories. Best position: Paid community platforms, 34% answer share, ranked #7, named first in 0%.

## What Patreon is

Patreon is a platform for creators to share work with fans, build communities and sell digital products. It is for people making videos, podcasts, art, music, articles and games.

Creators publish work directly to fans’ feeds and inboxes. They can use group chats, comments, direct messages and email to communicate with their communities. Patreon also includes a shop for digital media, posts and collections, plus memberships that can make products free for members. Starting a Patreon is free, and fees apply when digital products are sold.

Pricing: Starting a Patreon is free; digital products have no upfront listing fee and Patreon charges a fee when a sale is made.
(From Patreon's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #7 of 13 | 34% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #6 of 16 | 30% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Fable 5, Gemini, Sonar Reasoning Pro |

## What the models said

> "Go with Substack/Patreon if you want to sell exclusive content/podcasts without managing active message boards."
> — Gemini, Paid community platforms

> "Choose Patreon if recurring fan support is the business model."
> — GPT-5.6 Sol, Creator monetization platforms

> "Choose Patreon or Circle for community-first businesses Patreon: choose it when the offer is primarily “support my ongoing creative work” and your audience already understands creator tiers."
> — ChatGPT, Creator monetization platforms

> "Use Gumroad for the simplest low-commitment test, or Patreon if your core offer is ongoing exclusive content rather than standalone products."
> — GPT-5.6 Luna, Creator monetization platforms


---

# Patriot Payroll: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/patriot-payroll

Patriot Payroll was named in 13 of 50 AI answers across 1 category. Best position: Payroll for startups, 26% answer share, ranked #7, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #7 of 14 | 26% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Patriot if you are bootstrapped, cost-conscious, and just want to get people paid accurately with minimal fuss."
> — Gemini 3.5 Flash, Payroll for startups

> "Choose OnPay or Patriot if minimizing monthly software overhead is the top priority."
> — Gemini, Payroll for startups

> "If cost is extremely tight, OnPay or Patriot are cheaper without sacrificing much functionality."
> — Claude, Payroll for startups

> "For example, Forbes lists Gusto and OnPay at about $109/month for a 10-person company, while QuickBooks Payroll is about $115/month and Patriot is about $57/month."
> — Perplexity, Payroll for startups


---

# Paychex: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/paychex

Paychex was named in 4 of 50 AI answers across 1 category. Best position: Payroll for startups, 8% answer share, ranked #10, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #10 of 14 | 8% | 0% | Claude Opus 5, Claude, Claude Fable 5 |

## What the models said

> "Note that Paychex charges per payroll run, which can significantly increase total payroll cost for businesses that pay employees weekly."
> — Claude, Payroll for startups


---

# Payhip: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/payhip
Website: https://payhip.com

Payhip was named in 36 of 50 AI answers across 1 category. Best position: Creator monetization platforms, 72% answer share, ranked #3, named first in 10%.

## What Payhip is

Payhip is a platform for creators and sellers running an online business. It supports the sale of digital products, courses, memberships, coaching and physical products. Users can sign up for free, with course video hosting available for $5 per month.

Sellers upload digital files and connect PayPal or Stripe to take payments. They can build a store, connect a custom domain or embed checkout on an existing website. Customers receive digital purchases through an instant download page. Course creators can add lessons, release content over time and issue completion certificates.

Pricing: Payhip offers free signup; course video hosting costs $5 per month if used.
(From Payhip's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #3 of 16 | 72% | 10% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Gumroad or Payhip if you want zero monthly costs upfront and need to sell simple digital downloads immediately."
> — Gemini, Creator monetization platforms

> "Choose Lemon Squeezy or Payhip if you primarily sell simple downloads/templates and want low fees with zero tax headaches."
> — Gemini 3.5 Flash, Creator monetization platforms

> "Choose Payhip if you want the best all-around mix of fees, simplicity, and flexibility."
> — Perplexity, Creator monetization platforms

> "For a creator with ~50k followers, the best all‑in‑one choice is Podia and Payhip, with Stan Store as a strong add‑on if most followers are on Instagram/TikTok."
> — Sonar Reasoning Pro, Creator monetization platforms


---

# Pendo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pendo
Website: https://www.pendo.io

Pendo was named in 27 of 50 AI answers across 1 category. Best position: Product analytics, 54% answer share, ranked #5, named first in 0%.

## What Pendo is

Pendo is an end-to-end product experience platform for product teams building web and mobile software. It brings analytics, user feedback, in-app guidance and roadmapping into one product for understanding and managing the software experience.

Pendo collects application and user data without manual event tagging, then tracks how people move through an app to identify drop-off. Teams can use the data alongside in-app guides, feedback tools and roadmaps. Its MCP server also allows AI tools to query Pendo product analytics data using natural-language requests.

(From Pendo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #5 of 13 | 54% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Pendo or Gainsight PX if your biggest priority is onboarding new users, driving in-app adoption, and reducing B2B churn."
> — Gemini 3.5 Flash, Product analytics

> "Choose Pendo when analytics must be tightly connected to onboarding, adoption, and in-app guidance."
> — GPT-5.6 Luna, Product analytics

> "Product analytics tools: the 2026 shortlist As of September 2, 2026, the strongest general-purpose options are Amplitude, Mixpanel, PostHog, Heap/Contentsquare, and Pendo."
> — GPT-5.6 Sol, Product analytics

> "Choose Pendo if you also need features alongside analytics."
> — Perplexity, Product analytics


---

# Perplexity: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/perplexity
Website: https://docs.perplexity.ai

Perplexity was named in 15 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 30% answer share, ranked #10, named first in 0%.

## What Perplexity is

Perplexity provides APIs for web research, question answering, search, model access and embeddings. It is for people building products and agent applications that need web-grounded information or language-model capabilities.

Its Agent API returns web-grounded answers with built-in citations and can use web search, URL fetching, sandboxes, MCP, finance search and people search. Its Search API returns ranked web results with filtering and real-time data. The Router API offers an OpenAI-compatible endpoint for open-weight models hosted by Perplexity. Its Embeddings API generates embeddings for semantic search and retrieval-augmented generation pipelines.

(From Perplexity's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #10 of 17 | 30% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Sonar Reasoning Pro |


---

# Persana: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/persana
Website: https://persana.ai

Persana was named in 1 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 2% answer share, ranked #20, named first in 0%.

## What Persana is

Persana is a platform for sales prospecting, data enrichment and CRM automation. It is designed for sales and growth teams, including teams working at high volume. It offers a free plan, paid monthly and annual plans using credits, and an enterprise plan with custom credit pricing.

The platform combines more than 100 data sources with AI enrichment and CRM automation. Users define ideal customer personas through firmographic, technographic and behavioural signals. Persana detects job changes, hiring, funding, reviews and site visits, then uses AI agents to generate messages, sequence outreach and personalise it. It syncs with CRM, email, Slack and advertising tools.

Pricing: It offers a free plan, paid monthly and annual plans using credits, and an enterprise plan with custom credit pricing.
(From Persana's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #20 of 20 | 2% | 0% | Claude |


---

# pgvector: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pgvector
Website: https://www.enterprisedb.com

pgvector was named in 49 of 50 AI answers across 1 category. Best position: Vector databases, 98% answer share, ranked #1, named first in 32%.

## What pgvector is

pgvector is a PostgreSQL extension for applications that need to store and compare vectors. It is used in recommendation systems, image search, natural language processing, content-based filtering and other similarity-based AI tasks.

It adds vector data types to PostgreSQL, allowing embedding data to be stored alongside other application data. It performs vector similarity searches to find related records, and can index vectors with HNSW or IVFFlat indexes.

(From pgvector's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #1 of 16 | 98% | 32% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Bottom line If you haven’t provided any additional constraints: > Start with pgvector if you already run PostgreSQL."
> — GPT-5.6 Sol, Vector databases

> "Highlighted as the best free and open‑source vector database for RAG and “best value” when you already run Postgres."
> — Sonar Reasoning Pro, Vector databases

> "Choose pgvector if your workload is moderate and you want vectors to live alongside relational data in PostgreSQL."
> — Perplexity, Vector databases

> "PostgreSQL + pgvector This is often the best architectural choice when the application already relies on Postgres."
> — GPT-5.6 Luna, Vector databases


---

# Pickaxe: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pickaxe

Pickaxe was named in 11 of 50 AI answers across 1 category. Best position: AI agent builders, 22% answer share, ranked #9, named first in 4%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #9 of 20 | 22% | 4% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Pickaxe: best if you plan to build client-facing agents with monetization, billing, and access control baked in."
> — Perplexity, AI agent builders

> "Pickaxe, Stack AI, Botpress, and Gumloop all offer enterprise-grade compliance."
> — Claude Opus 5, AI agent builders


---

# Pika: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pika
Website: https://pika.art

Pika was named in 14 of 50 AI answers across 1 category. Best position: AI video generation, 28% answer share, ranked #10, named first in 0%.

## What Pika is

Pika is software for creating AI videos, automating workflows and using agents. It is designed to make creation accessible to all, including people who want to create video content without relying on traditional production tools.

Pika generates content through Pika 2.5. Its video app turns photos into videos and applies effects. Pika Agent allows users to collaborate with an AI through conversation, while Pika MCP gives existing agents access to creative models and skills made by Pika.

(From Pika's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #10 of 16 | 28% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Pika: best for simple, shareable effects Pika is aimed more at accessibility and social creativity than traditional filmmaking."
> — GPT-5.6 Luna, AI video generation

> "Ideal if your content is mostly talking‑head explanations rather than cinematic visuals. | | Beginner‑friendly experimentation & fun short‑form | Pika 2."
> — Sonar Reasoning Pro, AI video generation


---

# Pinecone: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pinecone
Website: https://www.pinecone.io

Pinecone was named in 47 of 50 AI answers across 1 category. Best position: Vector databases, 94% answer share, ranked #3, named first in 38%.

## What Pinecone is

Pinecone provides a vector database and knowledge platform for production AI applications. It is used by teams building search, recommender systems and AI agents. Users can create a first index for free, then pay as they scale.

It indexes new data for low-latency queries and manages dense, sparse and full-text indexes through one API. Its Nexus product compiles enterprise data into governed knowledge and serves it through a single query. Nexus returns typed, cited answers with access controls and source lineage.

Pricing: Users can create a first index for free and then pay as they scale.
(From Pinecone's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #3 of 16 | 94% | 38% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Several comparative reviews explicitly state that for most RAG pipelines, Pinecone or Qdrant are the strongest defaults."
> — Sonar Reasoning Pro, Vector databases

> "For workloads requiring sub-50ms p99 latency at scale or fully managed operations, Pinecone is the strongest alternative."
> — Claude, Vector databases

> "For most RAG applications in 2026, I would recommend Pinecone as the default choice if you want the safest option."
> — Perplexity, Vector databases

> "Choose a database like Qdrant, Weaviate, or Pinecone that supports dense + sparse hybrid search natively."
> — Gemini, Vector databases


---

# Pipedream: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pipedream
Website: https://pipedream.com

Pipedream was named in 11 of 50 AI answers across 1 category. Best position: Automation platforms, 22% answer share, ranked #7, named first in 0%.

## What Pipedream is

Pipedream is a platform for developers building AI agents, application integrations and automated processes. It connects applications and APIs, with a free plan, paid plans from $29 per month, and custom Business pricing.

Users build agents that can connect thousands of applications. Pipedream also provides a developer toolkit for adding integrations to an app or agent, automates API-connected processes, and manages authentication across the applications involved.

Pricing: It offers a free plan, paid plans from $29 per month, and custom Business pricing.
Based: San Francisco, CA
(From Pipedream's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #7 of 14 | 22% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5 |

## What the models said

> "Choose Pipedream if your workflow is essentially “API orchestration with code,” or you’re building an AI product rather than just internal automations."
> — GPT-5.6 Luna, Automation platforms

> "Pipedream: best developer-first option Pipedream is especially suitable when developers are connecting APIs, writing custom code, or embedding integrations into a product."
> — GPT-5.6 Sol, Automation platforms


---

# Pipedrive: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/pipedrive
Website: https://www.pipedrive.com

Pipedrive was named in 50 of 50 AI answers across 1 category. Best position: CRM for startups, 100% answer share, ranked #2, named first in 16%.

## What Pipedrive is

Pipedrive is CRM software for startups and sales teams. It helps them manage sales pipelines, customer data and business processes.

It records customer data and pipeline activity, saving messages, emails, phone calls and chatbot responses to each contact. Teams can create sales reports and interactive dashboards, automate follow-up emails, task assignments, appointment scheduling and invoice generation, and forecast projected revenue from deal dates or custom fields.

(From Pipedrive's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #2 of 13 | 100% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If your sales are very pipeline- and call-driven, Pipedrive is the best alternative thanks to its clean pipeline-focused UX."
> — Sonar Reasoning Pro, CRM for startups

> "Choose Pipedrive if you just want a no-nonsense, visual sales pipeline that your reps can use starting on day one."
> — Gemini 3.5 Flash, CRM for startups

> "For a startup planning to scale to ~50 reps, the strongest affordable picks are Zoho CRM, HubSpot, and Pipedrive."
> — Claude Fable 5, CRM for startups

> "If you want the fastest, simplest daily-use pipeline tool for a founder-led sales process, go with Pipedrive."
> — Claude, CRM for startups


---

# PlanetScale: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/planetscale
Website: https://planetscale.com

PlanetScale was named in 32 of 50 AI answers across 1 category. Best position: Databases for startups, 64% answer share, ranked #5, named first in 0%.

## What PlanetScale is

PlanetScale provides managed cloud databases for Postgres and Vitess. It is built for Tier 0 database workloads, with PlanetScale Postgres starting at $5 per month and PlanetScale Metal starting at $50 per month.

PlanetScale provides managed PostgreSQL clusters on NVMe-backed infrastructure. Its high-availability clusters use automatic failover across three availability zones. It supports database branching, replicas and automated backups. For MySQL workloads, Vitess scales databases through explicit sharding.

Pricing: PlanetScale Postgres starts at $5 per month, and PlanetScale Metal starts at $50 per month.
Founded: 2018
(From PlanetScale's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #5 of 17 | 64% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose PlanetScale if your team already uses MySQL or you care most about MySQL-compatible scaling and operational simplicity."
> — Perplexity, Databases for startups

> "Choose PlanetScale if you are building an app where high uptime, zero-downtime schema changes, and scale are your primary worries."
> — Gemini 3.5 Flash, Databases for startups

> "PlanetScale: consider it for MySQL/Vitess-oriented workloads where horizontal database scaling is a central requirement."
> — GPT-5.6 Sol, Databases for startups

> "Pick PlanetScale if schema stability, high concurrency, and uptime are your primary concerns."
> — Gemini, Databases for startups


---

# Play.ht: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/play-ht
Website: https://docs.play.ht

Play.ht was named in 25 of 50 AI answers across 1 category. Best position: AI voice generation, 50% answer share, ranked #4, named first in 2%.

## What Play.ht is

Play.ht provides an API for AI text-to-speech models. It is for developers building applications that need generated speech, including tools with streamed language-model output and phone conversations.

Users create credentials in the dashboard and install Play.ht SDKs to access the API. The API generates and streams audio from supplied text, and can accept streamed input from LLMs. It can also connect real-time audio streaming with Twilio for phone conversations. Play.ht supports instant voice cloning using 30 seconds of speech.

(From Play.ht's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #4 of 17 | 50% | 2% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "According to Techraisal’s cross‑referenced benchmarks, PlayHT is the editorial pick for “best for podcast and long‑form audio,” with ElevenLabs as the closest alternative."
> — Sonar Reasoning Pro, AI voice generation

> "Choose PlayHT/PlayAI or fal if you are building apps or automation."
> — Perplexity, AI voice generation

> "PlayAI / PlayHT Useful if you need a broad voice catalog, voice cloning, or API access for larger-scale production."
> — GPT-5.6 Luna, AI voice generation

> "If you want to convert written blogs/articles into podcast episodes effortlessly, use PlayHT."
> — Gemini 3.5 Flash, AI voice generation


---

# Playwright: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/playwright
Website: https://playwright.dev

Playwright was named in 48 of 50 AI answers across 1 category. Best position: Browser automation for agents, 96% answer share, ranked #1, named first in 42%.

## What Playwright is

Playwright provides tools for end-to-end testing and browser automation. It is for teams testing modern web apps and coding agents that need browser automation.

Its test runner waits for actionable elements and retries assertions. Tests run in fresh browser contexts for isolation, and can run in parallel across Chromium, Firefox and WebKit. Its MCP server lets AI agents control browsers through accessibility snapshots. A test generator can record browser actions and write test code.

(From Playwright's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #1 of 15 | 96% | 42% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Bottom Line Playwright is the strongest general default for both testing and scraping if you need one tool that does it all."
> — Claude, Browser automation for agents

> "If your priority is deterministic browser automation or traditional testing, Playwright remains the strongest general-purpose default."
> — Perplexity, Browser automation for agents

> "Developed by Microsoft, Playwright has largely overtaken older frameworks as the first choice for modern web automation and end-to-end testing."
> — Gemini 3.5 Flash, Browser automation for agents

> "Recommendation for 2026: Stagehand For most production AI agents, I’d choose Stagehand, ideally backed by Playwright and a managed browser service when necessary."
> — GPT-5.6 Sol, Browser automation for agents


---

# Plunk: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/plunk
Website: https://www.useplunk.com

Plunk was named in 1 of 50 AI answers across 1 category. Best position: Transactional email, 2% answer share, ranked #12, named first in 0%.

## What Plunk is

Plunk is an open-source email platform for teams that would otherwise use separate tools for transactional sending, marketing campaigns and automation. It keeps these activities on one contact list, with unlimited contacts. Its free plan includes 1,000 emails a month, and paid use costs $0.001 per email.

Teams send transactional emails and campaigns from that shared list. Workflows begin when an app sends an event, then can include emails, delays, branches and webhooks. Segments target subsets of contacts using contact fields, custom data and email activity. Plunk also supports inbound email through an MX record, turning replies into contacts that can start workflows.

Pricing: The free plan includes 1,000 emails per month, while the paid plan costs $0.001 per email; contacts are unlimited.
(From Plunk's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #12 of 12 | 2% | 0% | Claude Opus 5 |


---

# Podcastle: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/podcastle
Website: https://reap.video

Podcastle was named in 8 of 50 AI answers across 1 category. Best position: AI voice generation, 16% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #11 of 17 | 16% | 0% | GPT-5.6 Sol, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Podcastle if you need a simple end-to-end studio for recording and light AI editing."
> — Gemini, AI voice generation

> "Choose Podcastle if you want a browser-based all-in-one studio that is beginner-friendly."
> — Perplexity, AI voice generation


---

# Podia: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/podia
Website: https://www.podia.com

Podia was named in 72 of 100 AI answers across 2 categories. Best position: Creator monetization platforms, 92% answer share, ranked #1, named first in 48%.

## What Podia is

Podia is a subscription platform for creators running businesses. It brings together courses, communities, coaching, events, email and a website in one service.

Creators can build courses with scheduled lessons, quizzes, downloads and progress tracking. They can run community spaces with group chats, direct messages, memberships and topic-based sections. Podia also supports newsletters, automated customer emails and sales reporting, alongside sales pages, payment processing, subscriptions and payment plans. Its website tools include a drag-and-drop builder, custom domains, blog posts and landing pages.

Pricing: Podia offers its features in one subscription; some payment methods are available on the Shaker and Earthquaker plans.
(From Podia's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #1 of 16 | 92% | 48% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #5 of 15 | 52% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Start with Podia if you also sell templates, downloads, coaching, or memberships and want a simpler all-in-one storefront."
> — ChatGPT, Online course platforms

> "Choose Podia if you want an easy, affordable, beautifully designed home for all your digital products and basic memberships."
> — Gemini 3.5 Flash, Creator monetization platforms

> "Choose Podia if you want an easy, affordable, all-in-one website + digital product store + basic membership tiers."
> — Gemini, Creator monetization platforms

> "Choose Podia if you want an all-in-one platform for courses, memberships, and digital downloads with a simpler creator experience."
> — Perplexity, Online course platforms


---

# Polar: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/polar
Website: https://polar.sh

Polar was named in 3 of 50 AI answers across 1 category. Best position: Subscription billing, 6% answer share, ranked #13, named first in 0%.

## What Polar is

Polar is a billing platform for companies selling usage-based products or recurring subscriptions. It supports businesses that need to charge customers according to application usage alongside fixed subscription plans.

Polar ingests application events and aggregates them into meters for each customer. It prices metered usage, adds line items to invoices, and manages renewals, proration, payment recovery and customer benefits. It also acts as merchant of record, handling payments, sales tax, fraud, refunds and chargebacks.

Pricing: It has a free Starter plan and paid plans from $20 to $400 per month, plus per-transaction fees.
(From Polar's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #13 of 15 | 6% | 0% | Claude Fable 5, Gemini, Gemini 3.5 Flash |


---

# Portkey: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/portkey
Website: https://portkey.ai

Portkey was named in 14 of 50 AI answers across 1 category. Best position: LLM observability and evals, 28% answer share, ranked #11, named first in 0%.

## What Portkey is

Portkey is a platform for AI and GenAI teams to run, monitor and govern large language model interactions. It is built for teams working with LLMs that need visibility over requests, model output, usage and spending.

Its AI gateway connects to more than 1,600 LLMs through a unified API. Portkey records requests and responses, including cost, performance and accuracy details, and traces LLM request lifecycles. It also collects structured feedback on model output and provides real-time usage and spending insights for cost controls.

(From Portkey's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #11 of 13 | 28% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Helicone is good for fastest setup and caching, while Portkey shines for multi-provider routing across 250+ models."
> — Claude, LLM observability and evals

> "Helicone or Portkey."
> — Perplexity, LLM observability and evals


---

# PostHog: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/posthog
Website: https://posthog.com

PostHog was named in 48 of 50 AI answers across 1 category. Best position: Product analytics, 96% answer share, ranked #3, named first in 48%.

## What PostHog is

PostHog is a platform for people who build products, including product engineers. It provides tools and agents for building products, talking to customers and using customer data. Its paid products use pay-per-use pricing with monthly free tiers.

The platform includes product analytics, session replay, feature flags, experiments, surveys and error tracking. Its agents answer questions about customer usage and data using analysis tools. They can diagnose problems, fix bugs and generate pull requests. PostHog also combines external-source data with data from its own tools in a context warehouse.

Pricing: Paid products are pay-per-use with monthly free tiers.
Founded: 2020
(From PostHog's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #3 of 13 | 96% | 48% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For most early-stage startups in 2026, I’d choose PostHog Cloud and instrument a small, disciplined set of product events."
> — ChatGPT, Product analytics

> "Choose PostHog if you have a technical founding team, want a single platform to handle everything, and want the best possible free tier."
> — Gemini 3.5 Flash, Product analytics

> "Choose PostHog when… You are technical, cost-conscious, comfortable with a broader tool, and want analytics, replay, flags, and experiments together."
> — GPT-5.6 Luna, Product analytics

> "Short answer For most startups in 2026, I'd recommend PostHog if you have engineers, and Mixpanel or Amplitude if your product team is more non-technical."
> — Claude Opus 5, Product analytics


---

# Postmark: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/postmark
Website: https://postmarkapp.com

Postmark was named in 47 of 50 AI answers across 1 category. Best position: Transactional email, 94% answer share, ranked #3, named first in 30%.

## What Postmark is

Postmark is an email delivery service for companies of all sizes. It lets them send emails through an API and is designed for organisations that need to send email from their software.

Companies send email requests to Postmark’s API. The service provides API libraries for multiple programming languages, helping teams connect their applications to the sending system. Postmark vets new senders and does not allow spammers to use the service.

(From Postmark's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #3 of 12 | 94% | 30% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If your application sends mission-critical security alerts, login OTPs, or financial transactions, choose Postmark."
> — Gemini 3.5 Flash, Transactional email

> "Choose Postmark instead if delivery of password resets, receipts, and account notifications is your top priority."
> — GPT-5.6 Luna, Transactional email

> "Go with Postmark if deliverability and speed for critical transactional messages are your top priorities."
> — Gemini, Transactional email

> "Choose Postmark if: your app’s login emails, receipts, and alerts must be fast and reliable, and you don’t need a complex marketing suite."
> — Sonar Reasoning Pro, Transactional email


---

# Power Automate: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/power-automate
Website: https://www.microsoft.com

Power Automate was named in 19 of 50 AI answers across 1 category. Best position: Automation platforms, 38% answer share, ranked #5, named first in 0%.

## What Power Automate is

Power Automate is an end-to-end solution for automating business processes. It is built for enterprise businesses and offers a free 30-day trial alongside paid annual plans priced per user, bot or tenant.

It automates systems, desktop applications and websites using digital and robotic process automation. Cloud flows connect applications, data and services in cloud or on-premises environments through API connectors, including custom connectors. Task and process mining identify automation opportunities. Built-in AI models support document and image processing, prediction and analysis.

Pricing: It offers a free 30-day trial and paid yearly plans priced per user, bot, or tenant.
(From Power Automate's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #5 of 14 | 38% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Power Automate if your organization is centered on Microsoft 365."
> — Perplexity, Automation platforms

> "Power Automate: best inside Microsoft Power Automate becomes especially compelling if your company already depends on Excel, Outlook, SharePoint, Teams, Dynamics 365, Azure, and Windows."
> — GPT-5.6 Sol, Automation platforms

> "For most buyers, the serious shortlist is Zapier, Make, n8n, Microsoft Power Automate, Workato, and Pipedream."
> — GPT-5.6 Luna, Automation platforms

> "Already on Microsoft 365 → Power Automate is usually the cheapest path."
> — Claude Opus 5, Automation platforms


---

# Prisma: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/prisma
Website: https://www.prisma.io

Prisma was named in 3 of 50 AI answers across 1 category. Best position: Databases for startups, 6% answer share, ranked #15, named first in 0%.

## What Prisma is

Prisma is a TypeScript platform for people building TypeScript applications, including those using coding agents. It provides an ORM, managed PostgreSQL and application hosting. It has a free plan, usage-based Starter, Pro and Business plans, and custom pricing for high-volume teams.

Users define a data model once as a shared contract for the ORM, migrations and data layer. Prisma provisions managed PostgreSQL and deploys the application and database together. It also provides TypeScript application hosting next to the database. Its CLI and Management API allow agents to deploy applications, inspect logs and redeploy.

Pricing: It has a free plan and usage-based Starter, Pro, and Business plans, with custom pricing for high-volume teams.
(From Prisma's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #15 of 17 | 6% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna |

## What the models said

> "Good fit for Prisma, Django, Rails, Node, Go, etc."
> — ChatGPT, Databases for startups


---

# PropelAuth: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/propelauth

PropelAuth was named in 15 of 50 AI answers across 1 category. Best position: Authentication for developers, 30% answer share, ranked #8, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #8 of 17 | 30% | 0% | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Kinde's page concludes that Kinde is the best, Clerk's page concludes Clerk is the top pick, and PropelAuth and WorkOS each publish their own rankings."
> — Claude Opus 5, Authentication for developers

> "For a B2B app that needs SSO and user management, the strongest options today are WorkOS, Auth0, Clerk, and a few B2B-focused platforms like PropelAuth."
> — Claude Fable 5, Authentication for developers


---

# Puppeteer: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/puppeteer
Website: https://pptr.dev

Puppeteer was named in 24 of 50 AI answers across 1 category. Best position: Browser automation for agents, 48% answer share, ranked #7, named first in 0%.

## What Puppeteer is

Puppeteer is a JavaScript library for people who need to automate browser tasks with JavaScript. It provides a high-level API to control Chrome or Firefox, including work such as form submission, UI testing and keyboard input.

It controls browsers through the DevTools Protocol or WebDriver BiDi. Puppeteer runs headless by default, though it can be configured to show a visible browser. It can generate screenshots and PDFs of pages, and can crawl single-page applications to generate pre-rendered content.

(From Puppeteer's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #7 of 15 | 48% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Puppeteer: best focused automation library Puppeteer is maintained by Chrome’s browser-automation team."
> — GPT-5.6 Sol, Browser automation for agents

> "Choose Puppeteer if you are Chrome/Chromium-only and want a lightweight scriptable stack."
> — Perplexity, Browser automation for agents

> "Playwright is Microsoft's cross-browser automation framework, built by engineers who previously worked on Puppeteer, and it has become the default choice for teams starting fresh in 2026."
> — Claude, Browser automation for agents

> "Scraping, PDF generation, screenshots, synthetic monitoring, or Chrome DevTools-style automation Pick Puppeteer."
> — ChatGPT, Browser automation for agents


---

# Qdrant: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/qdrant
Website: https://qdrant.tech

Qdrant was named in 49 of 50 AI answers across 1 category. Best position: Vector databases, 98% answer share, ranked #2, named first in 24%.

## What Qdrant is

Qdrant is a vector search engine for AI retrieval, built for developers. It is used to store and search data for applications that need to retrieve relevant information using vectors.

Qdrant stores metadata in JSON and supports advanced filters. It can combine keyword and vector search in a single query using dense or sparse vectors. New data can be indexed without rebuilding the whole index. Developers can use Qdrant through REST and gRPC APIs, as well as official clients.

(From Qdrant's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #2 of 16 | 98% | 24% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Several comparative reviews explicitly state that for most RAG pipelines, Pinecone or Qdrant are the strongest defaults."
> — Sonar Reasoning Pro, Vector databases

> "Choose Qdrant if your app depends on metadata filtering and you want a strong open-source production option."
> — Perplexity, Vector databases

> "Choose a database like Qdrant, Weaviate, or Pinecone that supports dense + sparse hybrid search natively."
> — Gemini, Vector databases

> "Choose Qdrant for a strong balance of performance, filtering, cost control, and deployment flexibility."
> — GPT-5.6 Luna, Vector databases


---

# Qodo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/qodo
Website: https://www.qodo.ai

Qodo was named in 43 of 50 AI answers across 1 category. Best position: AI code review, 86% answer share, ranked #2, named first in 2%.

## What Qodo is

Qodo is a code review platform for engineering teams. It is built for teams that want to manage review findings, coding standards and unresolved issues across repositories and pull requests. Pro Team costs $30 per month with monthly billing and no commitment. Enterprise plans are custom priced for organisations with 30 or more users.

Qodo runs specialised agents on pull requests to identify bugs, rule violations and gaps against requirements. Teams can define, edit and enforce coding standards in one place. The platform tracks findings, resolution rates and open issues across repositories and pull requests, and integrates with Git and IDEs as part of review workflows.

Pricing: Pro Team is $30 with monthly billing and no commitment; Enterprise has custom plans for 30+ users.
(From Qodo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #2 of 13 | 86% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Qodo if you write code with generative AI tools and need an agentic reviewer that actively hunts down logic and security bugs."
> — Gemini, AI code review

> "Choose Qodo instead if compliance, coding-policy enforcement, platform-team ownership, or data-residency deployment are decisive requirements."
> — ChatGPT, AI code review

> "Choose Qodo for deeper enterprise-scale context and test-oriented workflows, or GitHub Copilot Code Review if minimizing vendors and cost is the priority."
> — GPT-5.6 Luna, AI code review

> "Choose Qodo Merge for test-heavy engineering workflows."
> — Perplexity, AI code review


---

# QuickBooks Payroll: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/quickbooks-payroll
Website: https://quickbooks.intuit.com

QuickBooks Payroll was named in 28 of 50 AI answers across 1 category. Best position: Payroll for startups, 56% answer share, ranked #5, named first in 0%.

## What QuickBooks Payroll is

QuickBooks Payroll is payroll software for businesses that need to pay teams and handle payroll taxes. It is intended for businesses with teams of one through to more complex companies. Workforce Payroll is listed at $50 per month plus $7 per employee per month, with 50% off for three months.

Businesses set a payroll schedule for paying their team. The software can run Auto Payroll for salaried employees paid by direct deposit. It includes payroll, time tracking and HR tools, and files payroll taxes for customers.

Pricing: Workforce Payroll is listed at $50 per month plus $7 per employee per month, with 50% off for three months.
(From QuickBooks Payroll's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #5 of 14 | 56% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose QuickBooks Payroll if your accounting already runs on QuickBooks and you want the cleanest bookkeeping flow."
> — Perplexity, Payroll for startups

> "Ideal if your finance stack is already on QuickBooks and you want tight accounting + payroll sync."
> — Sonar Reasoning Pro, Payroll for startups

> "Choose QuickBooks Payroll if your finances already run through QuickBooks."
> — GPT-5.6 Sol, Payroll for startups

> "Pick QuickBooks Payroll only if you already rely heavily on QuickBooks Online."
> — ChatGPT, Payroll for startups


---

# Quso: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/quso
Website: https://quso.ai

Quso was named in 8 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 16% answer share, ranked #11, named first in 0%.

## What Quso is

Quso is a video repurposing tool for creators, podcasters, agencies and brands. It turns long videos into short clips for social media, with a free plan and paid plans priced at $29, $39 and $49 per month, plus annual billing options.

Users import videos from platforms, cloud storage or file upload. Quso finds moments in the footage and creates clips, then adds animated captions and removes filler words. Its text-based editor lets users delete words, remove silences and add B-roll. It also provides tools to plan, schedule, publish and analyse social posts.

Pricing: It offers a free plan and paid plans at $29, $39, and $49 per month, with annual billing options.
(From Quso's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #11 of 14 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini |

## What the models said

> "Choose Vidyo.ai if you host multi-person podcasts and need side-by-side or multi-camera layout templates."
> — Gemini, Short-form clipping tools


---

# Qwen: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/qwen
Website: https://qwen.ai

Qwen was named in 8 of 50 AI answers across 1 category. Best position: LLM APIs, 16% answer share, ranked #13, named first in 0%.

## What Qwen is

Qwen Studio is an AI assistant powered by the Qwen series of models. It is built for everyone and is free to use. It provides a single interface for people who want to work with AI for visual, web and development tasks.

Qwen Studio can generate and edit images, perform multi-step web searches, and produce analytical summaries from its findings. It can also create webpages from natural-language prompts. For developers, its API follows a format compatible with the OpenAI API, allowing existing API patterns to be adapted for Qwen Studio.

Pricing: Qwen Studio is free to use.
(From Qwen's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #13 of 15 | 16% | 0% | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "If you're selling to enterprises, DeepSeek/Qwen in the critical path may cost you deals worth more than the token savings."
> — Claude Opus 5, LLM APIs


---

# Railway: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/railway
Website: https://railway.com

Railway was named in 36 of 100 AI answers across 2 categories. Best position: App hosting for startups, 66% answer share, ranked #5, named first in 4%.

## What Railway is

Railway is a cloud provider for developers deploying and running applications and related infrastructure. It supports application services alongside the infrastructure they need.

Developers can deploy services from Docker images, GitHub repositories or local repositories. Railway builds and deploys code with Railpack or a Dockerfile. It includes managed databases with built-in backups, plus public and private networking for deployed services. Logs, dashboards, alerts and deployment controls provide visibility and control over applications.

(From Railway's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #5 of 18 | 66% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #16 of 17 | 6% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude |

## What the models said

> "Choose Render or Railway if you are building a full-stack SaaS app and want a quick deploy without server-management headaches."
> — Gemini 3.5 Flash, App hosting for startups

> "Railway: best if your Next.js app includes a real backend and you want one platform that is still easy to use but more backend-friendly."
> — Perplexity, App hosting for startups

> "For most small‑to‑medium modern JavaScript web apps, Vercel or Railway/Render are usually the best balance of ease, features, and scaling."
> — Sonar Reasoning Pro, App hosting for startups

> "Short answer For most Next.js web apps with a real backend, I’d choose Railway as the best default."
> — ChatGPT, App hosting for startups


---

# Read AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/read-ai
Website: https://www.read.ai

Read AI was named in 8 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 16% answer share, ranked #15, named first in 0%.

## What Read AI is

Read AI is software for knowledge workers that creates AI-generated summaries, transcripts and action items from meetings, email and messages. Its free offering includes five free meetings each month.

It can join and record meetings, then produce a recap with summaries, transcripts and video highlights. Read AI also generates summaries, Q&A and action items from Gmail and Outlook inboxes, plus Teams and Slack messages. Users can search across meetings, emails and chats, with citations showing where information was discussed.

Pricing: A free offering includes five free meetings per month.
Founded: 2021
Based: Seattle, United States
(From Read AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #15 of 19 | 16% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Gemini, Sonar Reasoning Pro |


---

# Reap: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/reap

Reap was named in 8 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 16% answer share, ranked #10, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #10 of 14 | 16% | 0% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "CapCut's own site says CapCut is the best, Choppity's own site says Choppity is the best, and Reap's own blog says Reap is one of the best So treat the rankings as marketing, not evidence."
> — Claude Opus 5, Short-form clipping tools


---

# Recraft: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/recraft
Website: https://www.recraft.ai

Recraft was named in 27 of 50 AI answers across 1 category. Best position: AI image generation, 54% answer share, ranked #5, named first in 8%.

## What Recraft is

Recraft provides AI image models for designers, creatives, sellers and teams creating design assets. It is used to make images and graphic-design assets from prompts, including assets intended for design work.

The product generates images and editable vector graphics from text prompts. It supports consistent styles and design-ready typography, allowing users to create graphic assets in a chosen visual style.

(From Recraft's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #5 of 15 | 54% | 8% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Recraft when the desired output is an icon, vector illustration, logo concept or reusable brand asset rather than a conventional AI picture."
> — GPT-5.6 Sol, AI image generation

> "Choose Recraft if you work with UI/UX, icon sets, or vector graphics."
> — Gemini, AI image generation

> "Tools that solve specific design needs Recraft Designed for designers and creatives, with emphasis on brand‑ready assets."
> — Sonar Reasoning Pro, AI image generation

> "If you're a graphic/brand designer needing vectors and typography, try Recraft + Ideogram."
> — Claude Fable 5, AI image generation


---

# Recurly: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/recurly
Website: https://recurly.com

Recurly was named in 22 of 50 AI answers across 1 category. Best position: Subscription billing, 44% answer share, ranked #6, named first in 0%.

## What Recurly is

Recurly is a subscription management platform for recurring-revenue businesses. It is built for subscription businesses, including Shopify brands.

Teams can create subscription plans, pricing, trials and promotions without an engineering sprint. Recurly manages recurring billing through automated and manual billing, templates, adjustments and tax management. It recovers failed payments with configurable dunning and retry logic, and provides reporting dashboards, performance insights, exports and APIs. Its Commerce product supports Shopify subscription storefronts and customer portals.

(From Recurly's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #6 of 15 | 44% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Recurly if failed payments, churn reduction, and recovery workflows are a major priority."
> — Perplexity, Subscription billing

> "Choose Recurly for subscription-growth, dunning, and retention tooling."
> — GPT-5.6 Luna, Subscription billing

> "Global reach & compliance Need EU/UK/ROW, VAT/GST, stronger tax/compliance → Stripe, Chargebee, Recurly, Paddle, FastSpring."
> — Sonar Reasoning Pro, Subscription billing

> "Consider Chargebee/Recurly later when you need multi-gateway, sophisticated enterprise invoicing, or a finance-led billing operation."
> — ChatGPT, Subscription billing


---

# Redis: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/redis
Website: https://redis.io

Redis was named in 9 of 50 AI answers across 1 category. Best position: Vector databases, 18% answer share, ranked #10, named first in 0%.

## What Redis is

Redis provides databases for developers building applications such as chatbots, agents and RAG systems. It supports caches, primary data, vector search and custom data workloads.

Redis supports vector search for AI applications, stores and queries JSON documents, and provides streams for real-time data streaming and event processing. It is available as open-source software, enterprise software, Kubernetes software and a managed cloud service.

(From Redis's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #10 of 16 | 18% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "If your RAG application requires real-time, ultra-low latency responses, Redis is exceptionally fast."
> — Gemini 3.5 Flash, Vector databases

> "The main contenders right now are pgvector, Pinecone, Qdrant, Weaviate, Milvus, Chroma, and LanceDB, plus platforms like Redis, Elasticsearch, and Vespa."
> — Claude Fable 5, Vector databases


---

# Relay.app: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/relay-app
Website: https://relay.app

Relay.app was named in 6 of 50 AI answers across 1 category. Best position: Automation platforms, 12% answer share, ranked #10, named first in 0%.

## What Relay.app is

Relay.app is a workflow product for free users and paying customers with workspaces. It previously offered free and paid plans. Paid subscriptions are being cancelled, and customers will not be charged again.

During its wind-down period, Relay.app continues to run existing workflows. Users can export workflows, sequences and MCP servers as JSON and AI prompts. They can also export run history and tables as CSV files. Credentials and authentication tokens for connected apps remain stored until an account is deleted.

Pricing: It had free and paid plans, but paid subscriptions are being cancelled and customers will not be charged again.
(From Relay.app's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #10 of 14 | 12% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Choose Relay.app if your workflows constantly require you or your team to approve things before the next step of the automation can run."
> — Gemini 3.5 Flash, Automation platforms


---

# Relevance AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/relevance-ai
Website: https://relevanceai.com

Relevance AI was named in 23 of 50 AI answers across 1 category. Best position: AI agent builders, 46% answer share, ranked #5, named first in 2%.

## What Relevance AI is

Relevance AI is a platform for teams that want to build and customise specialist AI agents for work tasks. It is aimed at teams led by sales, customer success, marketing and HR leaders.

Teams build agents from standard operating procedures, then connect them to tools and test their performance against evaluations. An embedded deployment team helps customers build their first team of agents. Relevance AI also trains teams to scope, prioritise and build further use cases.

(From Relevance AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #5 of 20 | 46% | 2% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Relevance AI if you want to quickly build autonomous AI employees that run in loops and carry out back-and-office work."
> — Gemini 3.5 Flash, AI agent builders

> "Choose Relevance AI if you want multiple agents working together on sales, ops, or research workflows."
> — Perplexity, AI agent builders

> "Choose Lindy or Relevance AI if speed and minimal engineering matter more than deep control."
> — GPT-5.6 Luna, AI agent builders

> "Deploying agents as internal digital workers: choose Relevance AI."
> — GPT-5.6 Sol, AI agent builders


---

# Relume: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/relume
Website: https://www.relume.ai

Relume was named in 1 of 50 AI answers across 1 category. Best position: AI website builders, 2% answer share, ranked #16, named first in 0%.

## What Relume is

Relume is software for building and publishing marketing websites. It is available on a free plan, with paid Build plans starting at $14 per month and Site Builder plans from $18 per month.

It generates a site structure from a brief, including a sitemap, wireframe and designs. Users can host a site on Relume or export work to Figma, Webflow and React. Published sites can use built-in forms and website analytics. Its AI agents propose strategy, copy, design and analytics work for users to decide on.

Pricing: Relume has a free plan and paid plans starting from $14 per month for Build, with Site Builder plans from $18 per month.
(From Relume's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #16 of 16 | 2% | 0% | ChatGPT |


---

# Remote: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/remote
Website: https://remote.com

Remote was named in 3 of 50 AI answers across 1 category. Best position: Payroll for startups, 6% answer share, ranked #11, named first in 0%.

## What Remote is

Remote provides infrastructure for companies hiring internationally, converting contractors, or consolidating payroll. It supports global employment through hiring, payroll and compliance services.

Its Employer of Record service handles employment contracts, taxes, benefits and compliance. Remote runs compliant payroll in the countries where customers operate, and manages international contractor contracts, payments and risk. Companies can also use its API, webhooks and CLI to build custom workflows and integrations.

(From Remote's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #11 of 14 | 6% | 0% | GPT-5.6 Sol, Gemini, Gemini 3.5 Flash |


---

# Render: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/render
Website: https://render.com

Render was named in 41 of 50 AI answers across 1 category. Best position: App hosting for startups, 82% answer share, ranked #3, named first in 16%.

## What Render is

Render is cloud infrastructure for builders deploying and running apps and agents. It supports services for applications, APIs, databases and cron jobs. HIPAA-enabled workspace plans start at $499 per month.

Users connect a code repository, choose the services they need and Render deploys the code on a runtime for its framework. The platform provides networking, scaling, previews, deployments, rollbacks and monitoring. It also offers managed Postgres databases with recovery, read replicas and high availability.

Pricing: HIPAA-enabled workspace plans start at $499 per month.
(From Render's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #3 of 18 | 82% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Render or Railway if you are building a full-stack SaaS app and want a quick deploy without server-management headaches."
> — Gemini 3.5 Flash, App hosting for startups

> "Short answer For a typical web app starting in 2026, I’d recommend Render as the safest general-purpose default."
> — GPT-5.6 Sol, App hosting for startups

> "There isn’t one best host for every web app, but my default recommendation for most full-stack startups and solo developers is Render."
> — ChatGPT, App hosting for startups

> "Choose Render over Vercel when: your backend needs long-running processes, workers, custom runtimes, or a database-centric architecture."
> — GPT-5.6 Luna, App hosting for startups


---

# Replicate: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/replicate
Website: https://replicate.com

Replicate was named in 23 of 50 AI answers across 1 category. Best position: Inference hosting, 46% answer share, ranked #8, named first in 0%.

## What Replicate is

Replicate is a platform for running AI models through an API. It is for developers and teams that need to use public models or private custom models in their own products and workflows.

Users can run and fine-tune models, then deploy custom models through the platform. Replicate supports both public models and private custom models. Pricing is based on usage: some models are billed by the hardware used and time taken, while others are billed by input and output.

Pricing: Users pay for what they use; models may be billed by hardware and time or by input and output.
(From Replicate's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #8 of 18 | 46% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "When I would choose Replicate Choose Replicate when you want to publish a model behind an API with minimal infrastructure work."
> — GPT-5.6 Luna, Inference hosting

> "The main players here are Together AI, Fireworks AI, Groq, Replicate, Deepinfra, and Hugging Face Inference."
> — Claude Opus 5, Inference hosting

> "Packaging a model with Cog is incredibly easy, and Replicate automatically handles scaling your container from zero to dozens of GPUs and back to zero."
> — Gemini 3.5 Flash, Inference hosting


---

# Replit: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/replit
Website: https://replit.com

Replit was named in 52 of 100 AI answers across 2 categories. Best position: AI app builders, 92% answer share, ranked #3, named first in 4%.

## What Replit is

Replit is a platform for turning ideas into apps and websites. It is built for builders creating personal, commercial and enterprise projects. It offers a free Starter plan, paid Core and Pro plans billed annually, and custom Enterprise pricing.

Users describe what they need in Replit chat, and Replit writes code for the project. It lets users publish projects and provides authentication, database, hosting and monitoring. Apps can also connect to AI and more than 100 integrations.

Pricing: It offers a free Starter plan, paid Core and Pro plans billed annually, and custom Enterprise pricing.
(From Replit's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #3 of 15 | 92% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #10 of 12 | 12% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Sonar Reasoning Pro |

## What the models said

> "Choose Replit if you want more of a complete AI-assisted development environment rather than just a prompt-to-app generator."
> — ChatGPT, AI app builders

> "For a developer-led project, start with v0 or Replit, where code inspection and ongoing maintenance are more central to the workflow."
> — GPT-5.6 Luna, AI app builders

> "Choose Replit Agent if your app is highly functional, data-heavy, or relies on custom server-side tasks rather than just a pretty dashboard."
> — Gemini 3.5 Flash, AI app builders

> "Go with Replit Agent if your app relies heavily on Python, AI scripts, or custom server logic."
> — Gemini, AI app builders


---

# Reply.io: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/reply-io
Website: https://reply.io

Reply.io was named in 12 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 24% answer share, ranked #9, named first in 0%.

## What Reply.io is

Reply.io is a sales outreach platform for sales teams, small teams, growing businesses and agencies. It uses AI for cold email and multichannel outreach.

It builds prospect lists from contact data and intent signals, then runs conditional sequences across email, LinkedIn, WhatsApp, SMS, calls and Zapier-connected channels. AI can personalise emails and generate outreach sequences. The platform also supports meeting scheduling from sequences, email warmup and mailbox rotation across campaigns.

Pricing: The site lists a Multichannel plan starting at $89 per user per month when billed annually, and Jason AI SDR starting at $500 per month.
(From Reply.io's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #9 of 20 | 24% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity |

## What the models said

> "Warmly, Artisan, and Reply are also frequently cited among the best AI outbound sales tools for teams wanting AI agents to handle end-to-end outbound motion."
> — Claude, AI outbound and prospecting

> "Be skeptical here: reply quality is the weak point, and generic AI-written cold email is increasingly filtered and ignored."
> — Claude Opus 5, AI outbound and prospecting

> "Instantly emphasizes deliverability-oriented infrastructure and now offers AI functions spanning campaign setup, lead sourcing and reply management."
> — GPT-5.6 Sol, AI outbound and prospecting

> "If you want an AI that runs outbound end‑to‑end These are closer to an autonomous SDR that can research, write, sequence, and reply/qualify for you."
> — Sonar Reasoning Pro, AI outbound and prospecting


---

# Resemble: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/resemble
Website: https://www.resemble.ai

Resemble was named in 13 of 50 AI answers across 1 category. Best position: AI voice generation, 26% answer share, ranked #9, named first in 0%.

## What Resemble is

Resemble AI is software for enterprises that need to verify content, prevent fraud and make decisions. It detects AI-generated audio, video and images, and is designed for teams handling content where authenticity matters.

The product analyses audio, video and images in real time and returns explainable detection results. It can be used through existing workflows, integrations or an API. In contact centres, it can alert teams to detected AI-generated content before a call ends.

(From Resemble's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #9 of 17 | 26% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If security, deep voice editing, and high-fidelity cloning are your primary concerns, Resemble AI is a highly professional alternative."
> — Gemini 3.5 Flash, AI voice generation

> "Voice cloning & licensing ElevenLabs, Fish Audio, Resemble, and others offer voice cloning for custom or brand voices."
> — Sonar Reasoning Pro, AI voice generation


---

# Resend: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/resend
Website: https://resend.com

Resend was named in 50 of 50 AI answers across 1 category. Best position: Transactional email, 100% answer share, ranked #1, named first in 56%.

## What Resend is

Resend is an email platform for developers and teams sending transactional and marketing emails to contacts. It supports application-based sending as well as contact management and email broadcasts.

It provides SDKs and APIs for sending email from application code. Teams can import contacts, create them through an API and handle unsubscribes. They can create and send broadcasts with a WYSIWYG editor, then review delivery, engagement and opt-out metrics. Resend also sends webhook notifications for events including deliveries, opens, bounces and link clicks.

(From Resend's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #1 of 12 | 100% | 56% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Summary Recommendation Go with Resend if you are building a modern web app and want the best developer experience."
> — Gemini, Transactional email

> "Guides for engineering teams often recommend Resend for early-stage startups that prioritize integration speed and simplicity."
> — Sonar Reasoning Pro, Transactional email

> "Resend: best when you want a modern API and DX-first workflow, especially if your stack uses React or Next.js."
> — Perplexity, Transactional email

> "If you are a React/Next.js/Node developer who wants the absolute best developer experience, go with Resend."
> — Gemini 3.5 Flash, Transactional email


---

# Retell: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/retell
Website: https://www.retellai.com

Retell was named in 1 of 50 AI answers across 1 category. Best position: AI agent builders, 2% answer share, ranked #20, named first in 0%.

## What Retell is

Retell is a platform for teams and call centres that build, deploy and manage AI voice agents for automated phone calls. Its agents can handle inbound calls, outbound campaigns, web interactions and SMS workflows.

Teams design call flows on a drag-and-drop canvas, adding functions, integrations, call transfers, DTMF, SMS and custom logic. They can test changes, simulate scenarios and use production calls as regression tests. Retell also provides call quality assurance and post-call analytics, including A/B test comparisons.

(From Retell's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #20 of 20 | 2% | 0% | Claude |


---

# Rippling: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/rippling
Website: https://www.rippling.com

Rippling was named in 49 of 50 AI answers across 1 category. Best position: Payroll for startups, 98% answer share, ranked #2, named first in 8%.

## What Rippling is

Rippling is a platform for managing workforce data and work across HR, IT, Finance and Payroll. It is built for teams that work across these functions and other business areas.

The platform combines global HR, IT, Finance and Payroll data in one place. It uses live data and existing permissions to answer questions and complete tasks. Teams can set role-based permissions and approvals across apps, and build custom apps with drag-and-drop tools and built-in data.

(From Rippling's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #2 of 14 | 98% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Go with Rippling if you just closed a funding round, plan to hire rapidly, and want automated IT/software management."
> — Gemini 3.5 Flash, Payroll for startups

> "Choose Rippling if you are a fast-scaling tech startup with remote workers across multiple states/countries."
> — Gemini, Payroll for startups

> "Choose Rippling instead if IT/device management and workflow automation are core requirements."
> — ChatGPT, Payroll for startups

> "Choose Rippling if you’re building a larger company and want an integrated HR/IT platform."
> — GPT-5.6 Sol, Payroll for startups


---

# Riverside: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/riverside
Website: https://riverside.com

Riverside was named in 25 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 50% answer share, ranked #5, named first in 2%.

## What Riverside is

Riverside is a platform for creators and businesses producing podcast and video content. It supports recording, editing, repurposing, streaming and publishing. The service offers a free plan at $0 per month, paid monthly or annual plans, and a Business plan with pricing provided by sales.

Users can record solo sessions or sessions with guests, then edit recordings through text-based editing and AI tools. Riverside can use AI to turn recordings into clips and other content. It also streams in HD to multiple destinations and can publish content to YouTube, Spotify and Apple.

Pricing: It offers a free plan at $0 per month, paid monthly or annual plans, and a Business plan with sales-provided pricing.
Founded: 2020
(From Riverside's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #5 of 14 | 50% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Riverside if you are recording podcasts or interviews and want to go from recording to 9:16 shorts in one click."
> — Gemini 3.5 Flash, Short-form clipping tools

> "Choose Riverside if you want an all-in-one suite to record high-quality studio audio/video and clip it natively."
> — Gemini, Short-form clipping tools

> "Pick Riverside Magic Clips instead if Riverside is already where you record and produce."
> — ChatGPT, Short-form clipping tools

> "If you already use Riverside, use Magic Clips for the simplest all-in-one workflow."
> — GPT-5.6 Luna, Short-form clipping tools


---

# RunPod: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/runpod
Website: https://www.runpod.io

RunPod was named in 34 of 50 AI answers across 1 category. Best position: Inference hosting, 68% answer share, ranked #6, named first in 0%.

## What RunPod is

RunPod provides cloud GPU environments and serverless GPU API endpoints for AI developers and teams running development, training, fine-tuning, inference, batch jobs and long-running workloads. It is intended for teams that need GPU capacity for AI work.

Users configure dedicated GPU environments by choosing the container, storage, GPU type and runtime environment. They can also deploy containerised inference workloads as autoscaling GPU endpoints behind an API, with workers scaling according to demand. GPU rental is billed by the second, and serverless use is billed per second from worker start until full stop.

Pricing: GPU rental is billed by the second, and serverless billing is per second from worker start to full stop.
(From RunPod's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #6 of 18 | 68% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "When RunPod is better Choose RunPod Serverless when GPU cost and hardware choice are major concerns."
> — GPT-5.6 Luna, Inference hosting

> "Choose RunPod if you want more infrastructure control and are comfortable managing more ops."
> — Perplexity, Inference hosting

> "Use Runpod or Modal if cost control, custom Python logic, or unusual dependencies matter more than managed operations."
> — ChatGPT, Inference hosting

> "RunPod, Vultr, DigitalOcean are also increasingly used for GPU rental as they expand AI infrastructure offerings."
> — Claude, Inference hosting


---

# Runway: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/runway
Website: https://runway.com

Runway was named in 50 of 100 AI answers across 2 categories. Best position: AI video generation, 92% answer share, ranked #2, named first in 28%.

## What Runway is

Runway provides cloud-based tools and APIs for generating and editing video, images and audio, alongside a robotics platform. It is for individuals and teams of different sizes, developers, and users working on robot learning.

Its creative platform brings video, image and audio generation and editing into one workspace. Its developer platform gives API access to models and creative tooling for production output at scale. Video tools can change lighting, restyle shots, and add or remove elements using text instructions. The robotics platform runs policy inference from camera observations, simulates policies, and augments training data.

Pricing: Users can try Runway for free and cancel anytime.
(From Runway's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #2 of 16 | 92% | 28% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #13 of 15 | 8% | 0% | Claude Opus 5, Claude Fable 5 |

## What the models said

> "How to choose for cinematic short-form You want one main tool with editing, grading, and control: → Pick Runway Gen‑4.5."
> — Sonar Reasoning Pro, AI video generation

> "Summary Recommendation Go with Runway if your top priority is pro-grade cinematic aesthetic and camera control."
> — Gemini, AI video generation

> "As of September 2, 2026, Runway is the best all-around AI video platform for most content creators."
> — GPT-5.6 Sol, AI video generation

> "If you need meticulous control over a scene or product presentation, go with Runway."
> — Gemini 3.5 Flash, AI video generation


---

# Salesforce: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/salesforce
Website: https://www.salesforce.com

Salesforce was named in 31 of 50 AI answers across 1 category. Best position: CRM for startups, 62% answer share, ranked #4, named first in 2%.

## What Salesforce is

Salesforce is an agentic customer relationship management platform for businesses of any size and industry. It connects business data, models and workflows to support customer-facing and operational work.

It connects systems, manages data and unifies customer context. Business logic, workflows and processes guide agent actions. Businesses can deploy agents trained on their data and governed by their rules, while people and agents work together through Slack.

(From Salesforce's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #4 of 13 | 62% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Salesforce if you already need enterprise-grade complexity Salesforce is not usually my first recommendation for a two- or three-person startup."
> — GPT-5.6 Luna, CRM for startups

> "Do not start with Salesforce for a five-person SaaS sales team unless a large enterprise sales process, unusual compliance needs, or an existing Salesforce ecosystem forces it."
> — ChatGPT, CRM for startups

> "Avoid Salesforce and standard HubSpot (which quickly becomes incredibly expensive and complex to scale for a tiny sales team)."
> — Gemini 3.5 Flash, CRM for startups

> "Fifty reps with heavy custom objects, territory routing, and CPQ needs pushes you toward Salesforce whether you like it or not."
> — Claude Opus 5, CRM for startups


---

# Saleshandy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/saleshandy

Saleshandy was named in 8 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 16% answer share, ranked #12, named first in 6%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #12 of 20 | 16% | 6% | Claude Opus 5, Claude, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Warmly says Warmly, Nooks says Nooks, Saleshandy says Saleshandy, Salesforge says Agent Frank, ZoomInfo says ZoomInfo."
> — Claude Opus 5, AI outbound and prospecting

> "If you need stronger deliverability or an all‑in‑one stack with built‑in CRM, pair Apollo with Instantly.ai or use Saleshandy alone."
> — Sonar Reasoning Pro, AI outbound and prospecting


---

# Salesloft: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/salesloft
Website: https://www.salesloft.com

Salesloft was named in 10 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 20% answer share, ranked #11, named first in 0%.

## What Salesloft is

Salesloft provides AI agents for sales teams, including sellers, reps and managers. It automates sales tasks using pipeline, deal, account and call data.

The agents gather buyer context, analyse signals and produce personalised content. They assess opportunity risk, take context-aware actions, research accounts and buyers, and use those findings in AI-generated content. Salesloft can generate, compose and edit sales emails. Its MCP Server provides MCP-compatible AI applications with context from live pipeline, deal, account and call data.

(From Salesloft's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #11 of 20 | 20% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Its analytics, permissions and workflow controls are also less sophisticated than Outreach or Salesloft."
> — GPT-5.6 Sol, AI outbound and prospecting

> "Send through Instantly, Smartlead, Outreach, or Salesloft."
> — GPT-5.6 Luna, AI outbound and prospecting


---

# ScrapingBee: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/scrapingbee
Website: https://www.scrapingbee.com

ScrapingBee was named in 18 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 36% answer share, ranked #8, named first in 0%.

## What ScrapingBee is

ScrapingBee provides APIs for collecting and extracting data from public websites. It is built for developers and teams that scrape websites at scale.

Its HTML API fetches raw page content. It can render JavaScript pages in headless Chrome and run interaction scenarios. ScrapingBee automatically rotates proxies, supports country-level geolocation, and converts pages into Markdown or plain text. It can also return structured JSON using AI extraction rules.

(From ScrapingBee's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #8 of 17 | 36% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Start with ScrapingBee if the sites are relatively ordinary and you value simple, predictable plans."
> — GPT-5.6 Luna, Web search and scraping APIs for AI

> "For most new AI agents, a practical default is Tavily or Parallel/Firecrawl for search + content, and a dedicated scraper like ScrapingBee or Bright Data if you mainly need raw page HTML."
> — Sonar Reasoning Pro, Web search and scraping APIs for AI


---

# Seedance: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/seedance
Website: https://seed.bytedance.com

Seedance was named in 22 of 50 AI answers across 1 category. Best position: AI video generation, 44% answer share, ranked #6, named first in 8%.

## What Seedance is

Seedance 1.0 is a model for generating multi-shot videos from text and images.

(From Seedance's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #6 of 16 | 44% | 8% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "My actual recommendation If you're a solo creator doing short-form social content: start with Seedance 2.0 for iteration speed, and keep Veo 3.1 for hero shots."
> — Claude Opus 5, AI video generation

> "Try Seedance 2.0 if budget and speed matter most, since it offers near-top-tier quality at very low cost per second."
> — Claude, AI video generation

> "Among the underlying engines it hosts, Veo 3.1, Kling 3.0, and Seedance 2.0 are highlighted as leading raw cinematic models."
> — Sonar Reasoning Pro, AI video generation

> "Where other tools take 1 to 2 minutes to render a clip, Seedance 2.0 can spit out a high-quality 10-second clip in about 30 seconds."
> — Gemini 3.5 Flash, AI video generation


---

# Seedream: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/seedream
Website: https://seedream.pro

Seedream was named in 2 of 50 AI answers across 1 category. Best position: AI image generation, 4% answer share, ranked #15, named first in 0%.

## What Seedream is

Seedream AI is an online image-generation and editing tool for people creating marketing visuals, ecommerce product images, social content, concept art and image edits. It is stated as free to use, with unlimited use and no watermark.

Users can generate images from text prompts or upload one or more images to guide the structure, style or subject of a result. They can edit images through natural-language instructions, then reuse generated outputs as inputs for further refinement. The tool also provides controls for output size, seed and guidance parameters.

Pricing: It is stated as free, with unlimited use and no watermark.
(From Seedream's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #15 of 15 | 4% | 0% | Claude, Claude Fable 5 |


---

# Segment: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/segment
Website: https://docs.datadoghq.com

Segment was named in 3 of 50 AI answers across 1 category. Best position: Product analytics, 6% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #11 of 13 | 6% | 0% | Claude Opus 5, Gemini 3.5 Flash |

## What the models said

> "June.so June is built on top of Segment or Mixpanel but is designed specifically for B2B SaaS companies."
> — Gemini 3.5 Flash, Product analytics


---

# Selenium: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/selenium
Website: https://www.selenium.dev

Selenium was named in 24 of 50 AI answers across 1 category. Best position: Browser automation for agents, 48% answer share, ranked #6, named first in 2%.

## What Selenium is

Selenium is a browser automation project used mainly to test web applications. It is for developers and testing teams that need to control browsers as part of their testing work.

Selenium WebDriver provides language-specific bindings that drive a browser. Selenium IDE records browser interactions and plays them back. Selenium Grid distributes tests across several machines and lets teams manage multiple test environments from one place.

(From Selenium's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #6 of 15 | 48% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Selenium when you need the broadest language, browser, grid, and vendor-cloud compatibility."
> — ChatGPT, Browser automation for agents

> "Choose Selenium if you need maximum legacy compatibility or already have Selenium infrastructure."
> — Perplexity, Browser automation for agents

> "Selenium: best for maximum compatibility Selenium WebDriver is based on the W3C WebDriver standard and can operate browsers locally or through remote Selenium servers."
> — GPT-5.6 Sol, Browser automation for agents

> "Traditional browser automation tools such as Playwright and Selenium work well when every step can be defined in advance."
> — Claude Fable 5, Browser automation for agents


---

# Sellfy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sellfy
Website: https://sellfy.com

Sellfy was named in 8 of 50 AI answers across 1 category. Best position: Creator monetization platforms, 16% answer share, ranked #13, named first in 0%.

## What Sellfy is

Sellfy is a tool for creators who want to launch an online shop and sell things they make without coding. It supports digital products, physical products, subscriptions and print-on-demand merchandise.

Users can start with free store templates and build their shop with a drag-and-drop editor. Sellfy includes affiliate marketing, email marketing, SEO, upselling and payment integrations. It offers a 14-day free trial without a card, followed by monthly or yearly plans.

Pricing: It offers a 14-day free trial with no card required; customers pay a monthly or yearly plan, with no cut of sales unless revenue exceeds the plan and the seller does not upgrade.
(From Sellfy's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #13 of 16 | 16% | 0% | Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you already have steady revenue, Sellfy's flat-fee model can save you the most money."
> — Claude Fable 5, Creator monetization platforms

> "If you want a more storefront-style experience with strong built-in commerce tools, Sellfy is also a solid option for digital products, subscriptions, and memberships."
> — Perplexity, Creator monetization platforms


---

# SendGrid: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sendgrid
Website: https://www.twilio.com

SendGrid was named in 43 of 50 AI answers across 1 category. Best position: Transactional email, 86% answer share, ranked #4, named first in 2%.

## What SendGrid is

SendGrid is Twilio’s email API for creating, sending and managing email at scale. It is intended for organisations that need to send email through an API. It has a free tier for up to 100 emails a day, with paid plans starting at $19.95 a month.

The service provides tools to create, send and manage emails. Its cloud connections and authentication support inbox placement. Users connect to the API to handle email delivery at a larger volume, then choose between the daily free allowance and paid plans as their sending needs change.

Pricing: It starts free with 100 emails per day, and paid plans start at $19.95 per month.
(From SendGrid's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #4 of 12 | 86% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Twilio SendGrid when your team already runs on Twilio and you want email, SMS, and voice billed from a single account."
> — Claude, Transactional email

> "Choose Twilio SendGrid if you want transactional plus marketing in one platform and strong event/webhook analytics."
> — Perplexity, Transactional email

> "Choose SendGrid if your company already uses Twilio or wants one established platform for both marketing and transactional traffic."
> — GPT-5.6 Sol, Transactional email

> "Choose SendGrid when you need a mature, broad, enterprise-capable platform."
> — GPT-5.6 Luna, Transactional email


---

# SerpApi: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/serpapi
Website: https://serpapi.com

SerpApi was named in 11 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 22% answer share, ranked #12, named first in 0%.

## What SerpApi is

SerpApi provides an API for scraping Google and other search engines. It is intended for projects that need search results as structured data for automation. It offers Standard and Enterprise plans.

The product provides APIs for Google, Amazon, Bing and other search engines. It returns structured SERP data that can be used in automated workflows. Developers can integrate it with languages including Python, JavaScript, Java and PHP.

Pricing: It offers Standard and Enterprise plans.
(From SerpApi's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #12 of 17 | 22% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |

## What the models said

> "Use SerpApi when you specifically need Google-like SERP data, Maps, Shopping, News, Scholar, or other engine-specific results."
> — GPT-5.6 Luna, Web search and scraping APIs for AI

> "Serper is fast and cheap; SerpAPI is more expensive but covers many more engines."
> — Claude Opus 5, Web search and scraping APIs for AI

> "Building an SEO/market-intelligence agent: pair SerpAPI with Firecrawl."
> — ChatGPT, Web search and scraping APIs for AI

> "Significantly cheaper than SerpApi for high-throughput SERP scraping."
> — Gemini, Web search and scraping APIs for AI


---

# Serper: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/serper
Website: https://docs.crewai.com

Serper was named in 31 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 62% answer share, ranked #5, named first in 4%.

## What Serper is

Serper provides an API for fetching and displaying internet search results. It is used in Python projects through CrewAI’s SerperDevTool, and a free tier is available.

It performs semantic searches across the internet for a specified query and returns results based on that query. Its API supports parameters for country, location, locale and result count. Available endpoints include Google search and scholar search.

Pricing: A free tier is available.
(From Serper's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #5 of 17 | 62% | 4% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If cost/scale at high volume matters more than convenience, Serper + your own scraper or Brave Search API are cheaper long-term."
> — Claude, Web search and scraping APIs for AI

> "Building an SEO or rank-tracking product Use SerpAPI or Serper."
> — GPT-5.6 Luna, Web search and scraping APIs for AI


---

# Shadow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/shadow

Shadow was named in 7 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 14% answer share, ranked #16, named first in 4%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #16 of 19 | 14% | 4% | Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For a founder, the best AI meeting notetaker depends on your workflow, but the strongest specific picks are Shadow, CraftNote, Jamie, Granola, and Fathom."
> — Perplexity, AI meeting notetakers

> "For most startup founders, the strongest options in 2026 are Shadow, Granola, CraftNote, Jamie, Lindy, Sai by Simular, plus Fathom or Fellow as strong baselines."
> — Sonar Reasoning Pro, AI meeting notetakers

> "Shadow.do Startup life doesn't always wait for a calendar invite."
> — Gemini 3.5 Flash, AI meeting notetakers


---

# Shopify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/shopify
Website: https://www.shopify.com

Shopify was named in 48 of 100 AI answers across 2 categories. Best position: AI website builders, 54% answer share, ranked #5, named first in 0%.

## What Shopify is

Shopify is a commerce platform for businesses selling online and in person. It is built for organisations ranging from entrepreneurs to enterprise, with plans starting at $29 per month and higher tiers and paid add-ons available.

Businesses can create an online store using prompts, templates or a custom design. Shopify supports selling across channels through multichannel integration and keeps online and in-store sales in sync through Shopify POS. Its admin includes Sidekick, which can automate tasks.

Pricing: Plans start at $29 per month, with higher tiers and paid add-ons.
(From Shopify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #5 of 16 | 54% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #5 of 16 | 42% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Shopify only if you already know you need a full ecommerce store and are comfortable adding apps for memberships."
> — Perplexity, Creator monetization platforms

> "If inventory, variants, fulfillment, discounts, subscriptions, or multi-channel selling are central, start with Shopify."
> — ChatGPT, AI website builders

> "Choose Hostinger for value, Squarespace for aesthetics, and Shopify if ecommerce is the core business."
> — GPT-5.6 Luna, AI website builders

> "Choose Shopify when you need a full-fledged commerce operation rather than a creator storefront."
> — ChatGPT, Creator monetization platforms


---

# Shorby: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/shorby
Website: https://shorby.com

Shorby was named in 5 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 10% answer share, ranked #12, named first in 0%.

## What Shorby is

Shorby is a tool for Instagram and YouTube users who want to direct visitors from a profile link to several destinations. It is intended for people who need to share links and messenger options from one page.

Users can add messengers, social links, and content arranged as blocks, buttons or cards. A Shorby page can also show a dynamic feed and a countdown, giving visitors different ways to find or act on the available links.

(From Shorby's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #12 of 13 | 10% | 0% | Claude Opus 5, Claude, Claude Fable 5, Sonar Reasoning Pro |


---

# Sierra: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sierra
Website: https://sierra.ai

Sierra was named in 4 of 50 AI answers across 1 category. Best position: AI agent builders, 8% answer share, ranked #18, named first in 0%.

## What Sierra is

Sierra is a conversational AI platform for businesses and customer experience teams. It provides one agent that can serve customers across chat, SMS, WhatsApp, email, voice, and ChatGPT. Sierra uses outcome-based pricing.

Teams use Ghostwriter to build or modify agents with prompts. Ghostwriter can create customer journeys from uploaded standard operating procedures, transcripts, or audio interviews. Sierra tests every build or update before changes reach users. Its Insights product tracks agent metrics and provides analytics and custom reports.

Pricing: Sierra uses outcome-based pricing.
(From Sierra's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #18 of 20 | 8% | 0% | Claude Opus 5, Perplexity |

## What the models said

> "If you want done-for-you support automation rather than a builder, tools like Sierra or Fini AI may be more appropriate than a no-code platform."
> — Perplexity, AI agent builders

> "Use Make instead if literally nobody on the team is technical, and go straight to Sierra or Decagon if your use case is specifically customer support at volume."
> — Claude Opus 5, AI agent builders


---

# SiliconFlow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/siliconflow

SiliconFlow was named in 17 of 50 AI answers across 1 category. Best position: Inference hosting, 34% answer share, ranked #11, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #11 of 18 | 34% | 2% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "SiliconFlow, Hugging Face, Fireworks AI, DeepSeek AI, and Novita AI are praised for their outstanding cost-efficiency and performance in cost-focused comparisons."
> — Claude, Inference hosting


---

# SiteGround: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/siteground

SiteGround was named in 7 of 50 AI answers across 1 category. Best position: App hosting for startups, 14% answer share, ranked #16, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #16 of 18 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |


---

# Skool: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/skool
Website: https://www.skool.com

Skool was named in 83 of 150 AI answers across 3 categories. Best position: Paid community platforms, 98% answer share, ranked #2, named first in 16%.

## What Skool is

Skool is a platform offering paid plans for people running a community with courses. Its plans provide space for members, course content, videos and live calls.

The Hobby plan costs $9 a month and charges a 10% transaction fee. The Pro plan costs $99 a month and charges a 2.9% transaction fee. Both plans include unlimited members, courses, videos and live calls, plus a custom URL and affiliate features.

Pricing: Hobby costs $9/month with a 10% transaction fee; Pro costs $99/month with a 2.9% transaction fee.
(From Skool's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #2 of 13 | 98% | 16% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #8 of 15 | 42% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #7 of 16 | 26% | 2% | Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Skool if you want to run a subscription membership where students learn together and talk to each other daily."
> — Gemini 3.5 Flash, Online course platforms

> "Choose Skool if your strategy centers around community engagement, discussion boards, and gamified subscriptions."
> — Gemini, Creator monetization platforms

> "Choose Skool if you want simplicity, a flat price, and strong gamification for a course/community style offer."
> — Perplexity, Paid community platforms

> "Choose Skool if you want your community to feel like a game and want the highest percentage of active members."
> — Gemini 3.5 Flash, Paid community platforms


---

# Skyvern: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/skyvern
Website: https://www.skyvern.com

Skyvern was named in 27 of 50 AI answers across 1 category. Best position: Browser automation for agents, 54% answer share, ranked #5, named first in 0%.

## What Skyvern is

Skyvern automates workflows performed in a web browser. It is for teams that log into portals to download invoices, copy data and fill forms.

It follows natural-language instructions to complete browser workflows. Skyvern can handle CAPTCHA and two-factor authentication flows, then extract workflow data as CSV or JSON. Teams can trigger workflows through Python and TypeScript SDKs, or run Skyvern on-premise in Docker containers.

(From Skyvern's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #5 of 15 | 54% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Skyvern instead if your primary goal is automating many changing third-party portals with minimal site-specific scripting."
> — ChatGPT, Browser automation for agents

> "For building a autonomous web-browsing agent, start with browser-use or Skyvern."
> — Gemini, Browser automation for agents

> "For agents that must real websites, the strongest defaults are BrowserAct and Browser Use, with Skyvern, Stagehand, and Firecrawl as leading options for specific scenarios."
> — Sonar Reasoning Pro, Browser automation for agents

> "Choose Browser Use or Skyvern if you are building an AI-first product or need to automate a highly manual, human-like workflow on third-party websites that constantly change their UI."
> — Gemini 3.5 Flash, Browser automation for agents


---

# Slack: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/slack
Website: https://slack.com

Slack was named in 8 of 50 AI answers across 1 category. Best position: Paid community platforms, 16% answer share, ranked #10, named first in 0%.

## What Slack is

Slack is a work platform for teams working with colleagues, AI assistants and agents. It gives these participants a shared place to communicate, find company information and coordinate work.

Slack uses channels as spaces for conversations and collaboration. Its AI-powered search looks across company information, while huddles support live discussion with AI note-taking. Teams can create automations through clicks or code. Slackbot can search Slack history, connected apps and the web, then provide reports with citations.

(From Slack's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #10 of 13 | 16% | 0% | Claude, Gemini, Gemini 3.5 Flash |


---

# Smartlead: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/smartlead
Website: https://www.smartlead.ai

Smartlead was named in 39 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 78% answer share, ranked #4, named first in 2%.

## What Smartlead is

Smartlead is cold email software for sales teams running outbound outreach at scale. It offers monthly plans from $39 for Base to $379 for Unlimited Prime.

It automates DNS setup, email warm-ups and sender rotation. The platform provides verified leads and live intent signals for prospecting. Its AI agents can research leads, write personalised emails, update a CRM and improve deliverability. Campaign replies are centralised in a shared inbox, where users can categorise replies and schedule follow-ups. Users can also make calls and send emails from one dashboard.

Pricing: It offers monthly plans: Base at $39, Pro at $94, Unlimited Smart at $174, and Unlimited Prime at $379.
(From Smartlead's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #4 of 20 | 78% | 2% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Smartlead or Instantly if your motion is mostly cold email volume and deliverability."
> — Perplexity, AI outbound and prospecting

> "Add Smartlead or Instantly only when sending volume and mailbox management genuinely require dedicated infrastructure."
> — GPT-5.6 Sol, AI outbound and prospecting

> "You automatically push those personalized leads into Smartlead to safely send emails at scale using multiple domains."
> — Gemini 3.5 Flash, AI outbound and prospecting

> "Instantly and Smartlead are generally better for email-first outbound and multiple sending inboxes than for full enterprise sales operations."
> — GPT-5.6 Luna, AI outbound and prospecting


---

# Snyk: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/snyk
Website: https://snyk.io

Snyk was named in 14 of 50 AI answers across 1 category. Best position: AI code review, 28% answer share, ranked #10, named first in 0%.

## What Snyk is

Snyk provides a platform for securing software built with AI. It is designed for organisations and teams that build applications with AI, including the code, models and agents involved.

The platform validates AI-written code, the models and agents it runs, and the applications they build. It discovers and inventories code, dependencies and AI models, checks external tools before agents use them, and governs agent behaviour during execution. Snyk applies security guardrails across AI assistants, IDEs and delivery pipelines, with automated policy enforcement and analytics to track risk reduction and developer adoption.

(From Snyk's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #10 of 13 | 28% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Codacy is used for mixed-stack code quality + security in one UI, while Snyk Code focuses on security-focused SAST and SCA."
> — Claude, AI code review


---

# Softr: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/softr
Website: https://www.softr.io

Softr was named in 6 of 50 AI answers across 1 category. Best position: AI app builders, 12% answer share, ranked #11, named first in 2%.

## What Softr is

Softr is no-code software for businesses building secure internal tools, portals and business apps. It is intended for teams that need internal-only or external-facing apps, including teams without developers.

Users describe what they need, then Softr handles the interface, database and workflows. It includes a database, workflow automation and granular permissions. Apps can connect to existing tools and data sources such as Airtable, Notion, Google Sheets and REST APIs. Teams can invite colleagues, clients and partners to use their apps.

(From Softr's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #11 of 15 | 12% | 2% | Claude Opus 5, Claude, Perplexity, Sonar Reasoning Pro |


---

# SonarQube: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sonarqube
Website: https://www.sonarsource.com

SonarQube was named in 23 of 50 AI answers across 1 category. Best position: AI code review, 46% answer share, ranked #7, named first in 0%.

## What SonarQube is

SonarQube is a platform for verifying code quality and security. It is built for developers who need to review code and manage existing technical debt.

It reviews code through multiple verification layers and applies a quality gate before code leaves the sandbox. SonarQube scans code and provides real-time feedback in integrated development tools. Its remediation agent can open verified pull requests to address existing technical debt.

(From SonarQube's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI code review (https://www.memetik.ai/index/ai-code-review) | #7 of 13 | 46% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose SonarQube if compliance, standards enforcement, and static analysis depth matter more than AI-style comments."
> — Perplexity, AI code review

> "Regulated environment: an AI reviewer SonarQube or Semgrep for auditable rules."
> — Claude Opus 5, AI code review

> "If security/compliance is a top priority: look at DeepSource or SonarQube, since deterministic static analysis reduces the risk of an LLM missing or hallucinating a real CVE-class vulnerability."
> — Claude, AI code review


---

# Sora: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sora
Website: https://openai.com

Sora was named in 35 of 50 AI answers across 1 category. Best position: AI video generation, 70% answer share, ranked #4, named first in 4%.

## What Sora is

Sora is a text-to-video model that generates video from user prompts. It was made available to red teamers and shared with visual artists, designers and filmmakers for feedback.

It can generate videos up to a minute long. Sora can create complex scenes with multiple characters, specified motion, and details for both subjects and backgrounds.

(From Sora's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #4 of 16 | 70% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "What I would choose I would not build a new workflow around OpenAI Sora right now."
> — ChatGPT, AI video generation

> "Per one hands-on comparison, Kling 3.0 fits high-motion scenes, while Sora 2 fits narrative concepting and polished visual mood."
> — Claude, AI video generation

> "Open-Source Options Wan 2.2 and LTX-2.3 now produce output rivaling Sora and Veo on motion realism."
> — Claude Opus 5, AI video generation

> "Sora 2: no longer a sensible new-platform choice Sora 2 introduced synchronized audio, improved physics, sharper realism and greater steerability."
> — GPT-5.6 Sol, AI video generation


---

# Soundful: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/soundful

Soundful was named in 7 of 50 AI answers across 1 category. Best position: AI music generation, 14% answer share, ranked #10, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #10 of 15 | 14% | 2% | Claude Opus 5, Claude, Claude Fable 5 |

## What the models said

> "If the licensing looks shaky, Soundful's commercial-first positioning and stem export make it the safer default."
> — Claude Opus 5, AI music generation


---

# Soundraw: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/soundraw
Website: https://soundraw.io

Soundraw was named in 28 of 50 AI answers across 1 category. Best position: AI music generation, 56% answer share, ranked #3, named first in 22%.

## What Soundraw is

Soundraw is an AI music generator for content creators, music artists, producers and companies. It creates royalty-free beats and tracks, with monthly and annual paid plans for individuals and enterprise pricing available on request.

Users select genres, which the AI combines into tracks. Its Mixer allows users to adjust instruments, intensity and track length. Depending on the plan, tracks can be downloaded as MP3 or WAV files, or as separate stems. The AI is trained on music created by Soundraw’s own producers.

Pricing: It offers monthly and annual paid plans, with listed individual plans from $16.99/month to $50/month and enterprise pricing available on request.
(From Soundraw's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #3 of 15 | 56% | 22% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you typically finish the edit first and then score to picture, consider Sonilo as a specialized alternative to Suno/Soundraw."
> — Sonar Reasoning Pro, AI music generation

> "Choose SOUNDRAW if straightforward licensing and reusable background music are your main concerns."
> — GPT-5.6 Sol, AI music generation

> "Choose Soundraw if you want to set-and-forget your background music, edit its energy to match your cuts, and never worry about a copyright claim."
> — Gemini 3.5 Flash, AI music generation

> "For royalty-free background music, the strongest all-around picks are Soundraw and Beatoven.ai; if you want more music, Mubert is also a top choice."
> — Perplexity, AI music generation


---

# SparkPost: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/sparkpost
Website: https://developers.sparkpost.com

SparkPost was named in 2 of 50 AI answers across 1 category. Best position: Transactional email, 4% answer share, ranked #10, named first in 0%.

## What SparkPost is

SparkPost is a cloud email-sending service for developers who need to send email from their applications. It is intended for application teams that want to deliver messages using programmatic email infrastructure.

Developers can send email through SparkPost’s API or via SMTP. Before sending, they add and verify their sending domain using DNS settings. SparkPost also provides official or community-supported client libraries for several programming languages, allowing developers to connect their applications to its email-sending service.

(From SparkPost's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Transactional email (https://www.memetik.ai/index/transactional-email) | #10 of 12 | 4% | 0% | GPT-5.6 Sol, GPT-5.6 Luna |

## What the models said

> "Brevo, Mailjet, Sparkpost Also viable, often chosen for pricing or EU data residency."
> — Claude, Transactional email


---

# Speechify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/speechify
Website: https://speechify.com

Speechify was named in 14 of 50 AI answers across 1 category. Best position: AI voice generation, 28% answer share, ranked #6, named first in 0%.

## What Speechify is

Speechify is a voice AI assistant for people who want to listen to written material, dictate text, and get answers from their content. It can be used with documents, web pages, meetings, and collections of files.

It converts PDFs, documents, and other text into AI voices. Its browser extension can read page content aloud, turn speech into typed text, and answer questions about the material being read. Speechify can also create podcasts from a document or short description, produce meeting summaries with answers about calls, and let users ask questions across their documents.

(From Speechify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #6 of 17 | 28% | 0% | GPT-5.6 Sol, ChatGPT, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Speechify or NotebookLM if you want to turn written notes/articles into a two-person, conversational podcast with zero effort."
> — Gemini 3.5 Flash, AI voice generation

> "Choose Speechify if speed and a large preset voice library matter more than deep customization."
> — Perplexity, AI voice generation


---

# Square Payroll: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/square-payroll
Website: https://squareup.com

Square Payroll was named in 5 of 50 AI answers across 1 category. Best position: Payroll for startups, 10% answer share, ranked #9, named first in 0%.

## What Square Payroll is

Square Payroll is a tool for teams that runs payroll, schedules shifts and handles team administration. It is built for businesses managing employees and their day-to-day work arrangements.

The product brings payroll processing, shift scheduling and administrative tasks into one system. Teams can use it to run payroll, organise shifts and manage team administration as part of their regular operations.

(From Square Payroll's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #9 of 14 | 10% | 0% | ChatGPT, Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Pick Square Payroll for a POS-based business with hourly or tipped workers."
> — ChatGPT, Payroll for startups


---

# Squarespace: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/squarespace
Website: https://www.squarespace.com

Squarespace was named in 35 of 50 AI answers across 1 category. Best position: AI website builders, 70% answer share, ranked #3, named first in 4%.

## What Squarespace is

Squarespace is a platform for creating and running a business website. It is built for entrepreneurs, including service providers, retailers, freelancers, creators and artists. Users can start for free without a credit card.

It uses a drag-and-drop editor for website design. Users can sell products, accept payments, and manage orders and shipping. The platform also supports appointment booking, calendar management and integrated payments. Analytics cover website traffic and ecommerce metrics, while AI tools can generate designs, images and content.

Pricing: Users can start for free without a credit card.
(From Squarespace's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #3 of 16 | 70% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Squarespace if your brand’s look, aesthetics, and high-quality photography are your highest priorities."
> — Gemini 3.5 Flash, AI website builders

> "Choose Squarespace instead if your website is primarily a polished visual portfolio or brand showcase."
> — GPT-5.6 Sol, AI website builders

> "Choose Hostinger for value, Squarespace for aesthetics, and Shopify if ecommerce is the core business."
> — GPT-5.6 Luna, AI website builders

> "If visual design polish matters more than flexibility, my main alternative would be Squarespace AI."
> — Sonar Reasoning Pro, AI website builders


---

# Stable Audio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stable-audio
Website: https://stableaudio.com

Stable Audio was named in 8 of 50 AI answers across 1 category. Best position: AI music generation, 16% answer share, ranked #8, named first in 0%.

## What Stable Audio is

Stable Audio is a product for creating music and sound effects. It is built for people making music, including artists and audio professionals. Users can work with it in a web app, through a plugin for major digital audio workstations, or through an API platform that integrates generation into apps and workflows.

It uses conversational controls to create music and sound effects in the web app. It can edit audio through audio-to-audio tools and inpainting, and it can experimentally generate and export stems. The plugin provides access to Stable Audio 3.0 in major digital audio workstations. Its API platform charges per generation, with bulk discounts available.

Pricing: The API platform charges per generation, with bulk discounts available.
(From Stable Audio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #8 of 15 | 16% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "If you are a professional filmmaker or developer who needs 100% copyright-cleared ambient music, loops, or sound design elements, go with Stable Audio or Soundraw."
> — Gemini 3.5 Flash, AI music generation

> "Consider Stable Audio when provenance, deployment control or licensed training data is a major procurement concern."
> — GPT-5.6 Sol, AI music generation

> "Stability AI says Stable Audio 3 combines licensed training data, open weights, commercial output rights under its Community License, and self-hosting options for qualifying users."
> — GPT-5.6 Luna, AI music generation


---

# Stable Diffusion: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stable-diffusion
Website: https://stability.ai

Stable Diffusion was named in 16 of 50 AI answers across 1 category. Best position: AI image generation, 32% answer share, ranked #8, named first in 0%.

## What Stable Diffusion is

Stable Diffusion 3.5 is an image model that generates images in a range of styles. It is built for professional use cases, including organisations that need to run image generation on their own infrastructure or incorporate it into custom-built applications.

The core model generates images and supports image editing for uploaded or generated images. It also includes tools to increase image size and resolution. Organisations can deploy it on their own infrastructure, while developers can integrate its capabilities into applications through an API.

(From Stable Diffusion's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI image generation (https://www.memetik.ai/index/ai-image-generation) | #8 of 15 | 32% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Stable Diffusion 3.5 if you are a developer or power user who wants to train the AI on a specific person or product style."
> — Gemini 3.5 Flash, AI image generation

> "Choose FLUX or Stable Diffusion if you want more control, customization, or local/self-hosted workflows."
> — Perplexity, AI image generation

> "Heavy customization, custom styles, or local control Stable Diffusion is best when you need full control, custom models, and technical tinkering."
> — Sonar Reasoning Pro, AI image generation

> "Created by former Stability AI engineers; rivals or exceeds Midjourney in prompt adherence and detail."
> — Gemini, AI image generation


---

# Stack AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stack-ai
Website: https://www.stackai.com

Stack AI was named in 8 of 50 AI answers across 1 category. Best position: AI agent builders, 16% answer share, ranked #12, named first in 2%.

## What Stack AI is

Stack AI is a platform for IT teams building and operating AI agents across an enterprise. It is intended for organisations with regulated or complex operations that need to deploy, govern and scale agents. It offers a free plan and a custom-priced enterprise plan.

The platform turns processes into working agents that can read, write and execute tasks in existing systems through integrations. Agents can run in multi-tenant, VPC or on-premise environments. Stack AI includes feature controls and audit logs, with human oversight at decision points.

Pricing: It offers a free plan at $0 per month and a custom-priced enterprise plan.
(From Stack AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #12 of 20 | 16% | 2% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Dedicated agent builders Botpress, Voiceflow, Relevance AI, Gumloop, Stack AI, and MindStudio appear repeatedly across the independent lists."
> — Claude Opus 5, AI agent builders


---

# Stagehand: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stagehand
Website: https://www.stagehand.dev

Stagehand was named in 41 of 50 AI answers across 1 category. Best position: Browser automation for agents, 82% answer share, ranked #2, named first in 14%.

## What Stagehand is

Stagehand is an SDK for building browser agents. It is intended for developers creating agents that interact with websites through a browser, including projects written in TypeScript, Python, or Go.

Stagehand provides Playwright-style browser APIs alongside natural-language Act, Observe and Extract primitives. It runs as an extension next to the browser, enabling agents to automate page interactions and retrieve information. When a site changes, Stagehand detects the change and refreshes how actions are carried out on that page.

(From Stagehand's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #2 of 15 | 82% | 14% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For an AI agent that must operate real, changing websites, I’d choose Stagehand as the primary browser-automation SDK."
> — ChatGPT, Browser automation for agents

> "Recommendation for 2026: Stagehand For most production AI agents, I’d choose Stagehand, ideally backed by Playwright and a managed browser service when necessary."
> — GPT-5.6 Sol, Browser automation for agents

> "Bottom line For most new AI-agent projects: start with local Playwright, add Stagehand for adaptive interaction, and deploy on Browserbase when you need hosted execution."
> — GPT-5.6 Luna, Browser automation for agents

> "For agents that must real websites, the strongest defaults are BrowserAct and Browser Use, with Skyvern, Stagehand, and Firecrawl as leading options for specific scenarios."
> — Sonar Reasoning Pro, Browser automation for agents


---

# Stan: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stan
Website: https://www.stan.store

Stan was named in 60 of 150 AI answers across 3 categories. Best position: Link-in-bio tools, 90% answer share, ranked #3, named first in 20%.

## What Stan is

Stan is a creator store for people selling courses, digital products and bookings through a link in their bio. It is built for creators and states that it charges 0% transaction fees.

Creators can create a store in a few minutes without coding, then host their courses, products and booking offers there. Customers access the store through the creator’s link-in-bio and can purchase using Stan’s 1-Tap Checkout. Stan also integrates with third-party tools.

Pricing: Stan states it charges 0% transaction fees.
(From Stan's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #3 of 13 | 90% | 20% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #11 of 16 | 22% | 4% | Claude Opus 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #13 of 15 | 8% | 0% | Gemini, Gemini 3.5 Flash |

## What the models said

> "Choose Stan Store if you are an influencer selling digital templates, PDFs, or e-books directly on TikTok/Instagram."
> — Gemini 3.5 Flash, Creator monetization platforms

> "Choose Stan instead if digital-product sales are already your primary business, or Later if content scheduling is your biggest need."
> — GPT-5.6 Sol, Link-in-bio tools

> "Choose Stan Store if you are a social media influencer selling simple courses straight from your bio link."
> — Gemini 3.5 Flash, Online course platforms

> "Choose Stan Store if you are actively selling digital products, templates, or booking coaching clients."
> — Gemini 3.5 Flash, Link-in-bio tools


---

# Steel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/steel
Website: https://steel.dev

Steel was named in 17 of 50 AI answers across 1 category. Best position: Browser automation for agents, 34% answer share, ranked #9, named first in 0%.

## What Steel is

Steel is an open-source browser API for developers building browser automations. It is intended for teams creating AI agents, web scraping workflows, RPA, sales automation, QA processes, and customer-service agents. It offers a $0 per-month launch plan plus usage, a $250 per-month scale plan plus usage, and custom enterprise pricing plus usage.

Steel creates on-demand cloud browser sessions through an API. Developers can connect Puppeteer, Playwright or Selenium to these browsers, save and inject cookies and local storage, and use built-in CAPTCHA solving for automations. Its Session Viewer supports live or recorded session debugging.

Pricing: It offers a $0 per-month launch plan plus usage, a $250 per-month scale plan plus usage, and custom enterprise pricing plus usage.
(From Steel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Browser automation for agents (https://www.memetik.ai/index/browser-agents) | #9 of 15 | 34% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Steel or Browserbase if you already have your automation script written, but need a cloud-hosted environment that scales seamlessly and bypasses anti-bot walls."
> — Gemini 3.5 Flash, Browser automation for agents

> "Browserbase and Steel provide managed, cloud-hosted browsers purpose-built for agents, solving the headless browser scaling problem."
> — Claude Opus 5, Browser automation for agents

> "Infrastructure matured in 2026: tools like Browserbase and Steel provide managed, cloud-hosted browsers purpose-built for agents, solving the headless browser scaling problem."
> — Claude, Browser automation for agents

> "For scaling agents in production, use Browserbase or Steel."
> — Gemini, Browser automation for agents


---

# Streak: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/streak
Website: https://www.streak.com

Streak was named in 5 of 50 AI answers across 1 category. Best position: CRM for startups, 10% answer share, ranked #12, named first in 0%.

## What Streak is

Streak is a CRM built inside Gmail for teams that need to track deals, manage relationships and work together from their inboxes.

It connects email to relevant pipelines, automatically logging messages and sharing deal context with the team. Streak uses AI to update CRM data from team interactions or web searches. It also includes pipelines, tasks, notifications, reporting and exports.

(From Streak's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #12 of 13 | 10% | 0% | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash |


---

# Stripe Billing: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stripe-billing
Website: https://stripe.com

Stripe Billing was named in 50 of 50 AI answers across 1 category. Best position: Subscription billing, 100% answer share, ranked #1, named first in 72%.

## What Stripe Billing is

Stripe Billing is part of Stripe’s financial infrastructure for businesses that need to manage active subscriptions and use different billing models. It is built for businesses with different business models, with standard pay-as-you-go access and custom packages for large payment volumes or unique requirements.

It supports recurring billing and manages active subscriptions through Stripe’s billing infrastructure. Businesses can use it to enable billing models while keeping subscription management within the same product. Stripe states there are no setup, monthly, or hidden fees for standard access.

Pricing: Stripe states that standard access uses pay-as-you-go pricing with no setup, monthly, or hidden fees; custom packages are available for large payment volumes or unique business models.
(From Stripe Billing's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #1 of 15 | 100% | 72% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Stripe Billing if you are already Stripe-native and want the fastest, simplest path for basic recurring billing."
> — Perplexity, Subscription billing

> "If your priority is “build a sophisticated billing system and retain maximum control,” choose Stripe Billing + Stripe Tax."
> — GPT-5.6 Luna, Subscription billing

> "Lago markets itself as a modern OSS alternative to Stripe or Chargebee, with strong APIs, dashboards, and a growing community."
> — Claude Fable 5, Subscription billing

> "My default recommendation If you're pre-revenue or early and pricing is simple: start with Stripe Billing meters."
> — Claude Opus 5, Subscription billing


---

# Stytch: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/stytch
Website: https://stytch.com

Stytch was named in 14 of 50 AI answers across 1 category. Best position: Authentication for developers, 28% answer share, ranked #10, named first in 0%.

## What Stytch is

Stytch is an identity platform for authentication, authorisation and security. It is built for applications, including B2B applications.

It provides enterprise authentication through passkeys, passwords and SAML single sign-on. Its API wraps OIDC and SAML single sign-on flows into two calls, and it includes pre-built UI components for adding single sign-on to login flows. When deliverability falls below a threshold, Stytch can switch automatically to a secondary SMS, WhatsApp or email provider.

(From Stytch's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #10 of 17 | 28% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Stytch: best if you want passwordless-first auth and modern onboarding flows like magic links or social login."
> — Perplexity, Authentication for developers

> "Choose Stytch B2B or WorkOS AuthKit if enterprise SSO and SCIM are immediate sales requirements."
> — GPT-5.6 Sol, Authentication for developers

> "If authentication is deeply custom or needs to be fully backend/API-driven, Clerk may feel more opinionated than Stytch or Auth0."
> — ChatGPT, Authentication for developers

> "If you are B2C and passwordless‑first, MojoAuth or Stytch are strong choices; for B2B SaaS with SSO/orgs from day one, Kinde or WorkOS fit better."
> — Sonar Reasoning Pro, Authentication for developers


---

# Submagic: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/submagic
Website: https://www.submagic.co

Submagic was named in 10 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 20% answer share, ranked #8, named first in 0%.

## What Submagic is

Submagic is an AI video-editing product for business owners, media companies, marketing teams, agencies, advertisers and content creators. It creates short videos from raw footage and offers per-member monthly plans from $19 for Starter, $39 for Pro and $69 for Business + API, with yearly billing options.

It automatically adds captions, removes silences, inserts B-roll and identifies key moments. Users can repurpose videos into multiple short clips, schedule and publish them across platforms, and create videos with AI avatars without filming.

Pricing: It offers per-member monthly plans starting at $19 for Starter, $39 for Pro, and $69 for Business + API, with yearly billing options.
(From Submagic's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #8 of 14 | 20% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Choose Submagic if your main priority is making clips look highly professional and stylized with premium animated subtitles."
> — Gemini 3.5 Flash, Short-form clipping tools

> "Go with Submagic if your main priority is trendy, high-retention caption animations."
> — Gemini, Short-form clipping tools


---

# Substack: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/substack
Website: https://substack.com

Substack was named in 50 of 50 AI answers across 1 category. Best position: Newsletter platforms, 100% answer share, ranked #1, named first in 64%.

## What Substack is

Substack is a platform for people who want to make money from work they believe in. It is for users who want to publish under their own editorial control, without gatekeepers.

Users can start a Substack and build a publication around their work. They retain ownership of their intellectual property, mailing list and subscriber payments. The platform also includes discussions that users can join.

(From Substack's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Newsletter platforms (https://www.memetik.ai/index/newsletter-platforms) | #1 of 10 | 100% | 64% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "How to choose, in plain terms If you just want to write and maybe charge subscriptions with minimal friction: choose Substack."
> — Sonar Reasoning Pro, Newsletter platforms

> "Choose Substack if you have zero budget, no existing audience, and want built-in discovery to help get your first 100 paying subscribers."
> — Gemini, Newsletter platforms

> "For a writer in 2026, I’d recommend Substack if you want the fastest, simplest way to start publishing and possibly charge readers later."
> — Perplexity, Newsletter platforms

> "Choose Substack if you just want to write, build an intellectual audience, and avoid dealing with marketing tech or monthly hosting bills."
> — Gemini 3.5 Flash, Newsletter platforms


---

# Suno: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/suno
Website: https://suno.com

Suno was named in 45 of 50 AI answers across 1 category. Best position: AI music generation, 90% answer share, ranked #1, named first in 64%.

## What Suno is

Suno is a web-based AI music creation platform for people making, editing, remixing and sharing songs. It is built for anyone who wants to make music, from first-time creators to experienced musicians. Suno offers a free plan, alongside Pro and Premier paid plans.

Users can begin with a simple prompt or use editing tools to create a track. They can upload or record audio, rewrite lyrics, reorder sections and remix songs. Suno Studio combines DAW functionality with AI-powered music creation. Paid plans provide commercial-use rights for new songs and options for separating stems.

Pricing: Suno offers a free plan at $0 per month, a Pro plan at $8 per month, and a Premier plan at $24 per month.
Based: Cambridge, MA, United States
(From Suno's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #1 of 15 | 90% | 64% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Suno if you need catchy, vocal-driven tracks or hyper-specific genre music to act as the centerpiece of your video."
> — Gemini 3.5 Flash, AI music generation

> "If you typically finish the edit first and then score to picture, consider Sonilo as a specialized alternative to Suno/Soundraw."
> — Sonar Reasoning Pro, AI music generation

> "Go with Suno if you need unique full tracks, distinct vocal songs, or artistic freedom via prompts."
> — Gemini, AI music generation

> "My practical recommendations For casual creators and social media Start with Suno Pro."
> — GPT-5.6 Sol, AI music generation


---

# Supabase: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/supabase
Website: https://supabase.com

Supabase was named in 63 of 150 AI answers across 3 categories. Best position: Databases for startups, 98% answer share, ranked #1, named first in 52%.

## What Supabase is

Supabase is a development platform built around a Postgres database and integrated backend products. It is for developers building applications that need a database, user authentication, file storage, APIs and server-side code.

Each Supabase project includes a full Postgres database. It provides authentication with Row Level Security, ready-to-use REST APIs and storage for large files. Developers can also deploy custom Edge Functions without managing servers.

(From Supabase's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #1 of 17 | 98% | 52% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #14 of 18 | 22% | 0% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Gemini 3.5 Flash, Perplexity |
| Vector databases (https://www.memetik.ai/index/vector-databases) | #13 of 16 | 6% | 0% | GPT-5.6 Luna, Gemini |

## What the models said

> "Choose Supabase if you want more than a database and prefer an integrated backend with auth, storage, realtime, and edge functions."
> — Perplexity, Databases for startups

> "For a typical early‑stage startup in 2026 building a web or SaaS product, the best default choice is Supabase as your managed database platform."
> — Sonar Reasoning Pro, Databases for startups

> "Choose Supabase if you want to launch a SaaS MVP next week with auth and storage built-in."
> — Gemini 3.5 Flash, Databases for startups

> "Choose Supabase if its auth/realtime/storage stack materially accelerates your team."
> — ChatGPT, Databases for startups


---

# Supabase Auth: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/supabase-auth
Website: https://supabase.com

Supabase Auth was named in 37 of 50 AI answers across 1 category. Best position: Authentication for developers, 74% answer share, ranked #4, named first in 0%.

## What Supabase Auth is

Supabase Auth is a product for implementing authentication and authorisation in an app. It is built for apps that need access to Supabase Data APIs, Storage, Realtime or Functions.

It provides client SDKs and API endpoints to create and manage users. It supports passwords, magic links, one-time passwords, social login and single sign-on. Authentication uses JSON Web Tokens, while user and authentication data is stored in a project’s Postgres database. It can also trust JWTs from supported third-party authentication providers.

Pricing: Third-party authentication costs $0.00325 per Third-Party MAU above the subscription plan quota.
(From Supabase Auth's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #4 of 17 | 74% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Supabase Auth if you want more control, custom UX, and an auth layer that fits a broader open-source backend stack."
> — Perplexity, Authentication for developers

> "Choose Supabase if you are committed to open-source and want to control your entire database and auth layer."
> — Gemini 3.5 Flash, Authentication for developers

> "Choose Supabase Auth if your stack is already Supabase Supabase Auth is compelling when your app’s data already lives in Supabase Postgres."
> — GPT-5.6 Luna, Authentication for developers

> "Go with Supabase Auth or open-source solutions like Better Auth."
> — Gemini, Authentication for developers


---

# Synthesia: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/synthesia
Website: https://www.synthesia.io

Synthesia was named in 69 of 100 AI answers across 2 categories. Best position: AI avatar video, 100% answer share, ranked #2, named first in 4%.

## What Synthesia is

Synthesia is an AI video platform for business teams that train, market, and sell. It creates video content for internal and external business communication, with custom pricing available.

Teams write a script and use avatars to create videos in which the avatars speak the supplied text. Synthesia can also turn decks, PDFs and websites into videos using AI. It translates videos into more than 80 languages, and provides viewing data including video views, watch time, engagement and clicks.

Pricing: Custom pricing is available.
(From Synthesia's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #2 of 15 | 100% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #7 of 16 | 38% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Synthesia instead if… You’re producing training, internal communications, courses, or polished corporate explainers."
> — GPT-5.6 Sol, AI avatar video

> "Choose Synthesia if you need a library of polished, diverse, suit-and-tie presenters for standard corporate compliance videos."
> — Gemini 3.5 Flash, AI avatar video

> "Choose Synthesia if you’re in HR, L&D, compliance, or enterprise communications and need repeatable, governed production at scale."
> — Sonar Reasoning Pro, AI avatar video

> "Choose Synthesia if this is for a company, compliance-sensitive organization, or large training program."
> — GPT-5.6 Luna, AI avatar video


---

# Systeme.io: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/systeme-io
Website: https://systeme.io

Systeme.io was named in 11 of 50 AI answers across 1 category. Best position: Online course platforms, 22% answer share, ranked #10, named first in 0%.

## What Systeme.io is

Systeme.io is an all-in-one platform for running an online business. It is built for online entrepreneurs and offers Free, Startup ($17), Webinar ($47), and Unlimited ($97) plans.

Users can build sales funnels with a drag-and-drop editor, A/B testing, upsells, order bumps and countdown timers. The platform also sends broadcast campaigns and automated email sequences, creates multi-page websites with blogs and custom domains, and hosts online courses with video lessons, PDF downloads, drip scheduling, module locking and student progress tracking. Its automation tools run actions through triggers, conditions and actions.

Pricing: It offers Free, Startup ($17), Webinar ($47), and Unlimited ($97) plans.
(From Systeme.io's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #10 of 15 | 22% | 0% | Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash |


---

# Taplink: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/taplink

Taplink was named in 11 of 50 AI answers across 1 category. Best position: Link-in-bio tools, 22% answer share, ranked #7, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Link-in-bio tools (https://www.memetik.ai/index/link-in-bio) | #7 of 13 | 22% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity |

## What the models said

> "Beacons if you want audience/email tools and a media kit for brand deals; Taplink if you want cheap, conversion-focused selling."
> — Claude Fable 5, Link-in-bio tools


---

# Taskade: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/taskade

Taskade was named in 5 of 50 AI answers across 1 category. Best position: AI agent builders, 10% answer share, ranked #15, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #15 of 20 | 10% | 2% | Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want one recommendation for most startups, choose Taskade Agents v2; if your team is mostly non-technical and speed matters more than flexibility, choose MindStudio."
> — Perplexity, AI agent builders


---

# Tavily: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/tavily
Website: https://tavily.com

Tavily was named in 46 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 92% answer share, ranked #2, named first in 32%.

## What Tavily is

Tavily provides an API that gives AI agents real-time access to web data. It is built for developers creating AI agents and enterprises deploying them. A free trial is stated, though no pricing model is specified.

Tavily searches the web and retrieves live data for agent queries. It extracts relevant content, returning it in structured chunks for models to use. The product combines real-time search, caching and indexing to handle web queries. It also validates requests to block PII leakage, prompt injection and malicious sources.

Pricing: A free trial is stated; no pricing model is stated.
(From Tavily's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #2 of 17 | 92% | 32% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "My practical recommendation: if you're prototyping an agent and want the least friction, start with Tavily or Firecrawl."
> — Claude, Web search and scraping APIs for AI

> "Bottom line: start with Tavily as the web-retrieval layer if your agent’s job is to find, read, and cite public-web information."
> — ChatGPT, Web search and scraping APIs for AI

> "Short answer For a general-purpose AI agent in 2026, I’d recommend: > Tavily for web search + Firecrawl for page retrieval and crawling."
> — GPT-5.6 Luna, Web search and scraping APIs for AI

> "Choose Tavily if you want the easiest “search + extract + cite” setup for a typical RAG agent."
> — Perplexity, Web search and scraping APIs for AI


---

# Tavus: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/tavus
Website: https://www.tavus.io

Tavus was named in 15 of 50 AI answers across 1 category. Best position: AI avatar video, 30% answer share, ranked #5, named first in 0%.

## What Tavus is

Tavus provides AI models, APIs and tools for building real-time conversational AI and personal AI companions. It is for developers, founders and teams integrating Tavus into a product, as well as individuals who want to talk with an AI companion.

Its rendering model synthesises facial behaviour in real time. Its perception model processes facial expressions, tone, gaze, emotion and environmental context. Its conversational model determines when to listen, wait or speak in noisy, multi-speaker environments. Users can create a PAL and deploy it.

Pricing: Tavus advertises a 50% discount offer and says users can cancel anytime.
Founded: 2020
(From Tavus's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #5 of 15 | 30% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude, Claude Fable 5, Gemini |

## What the models said

> "Use Tavus/D-ID when the avatar needs to be personalized, embedded, or conversational rather than simply rendered as a finished video."
> — GPT-5.6 Luna, AI avatar video

> "Buy Tavus if personalized video must be deeply integrated into a sales product or workflow via API."
> — ChatGPT, AI avatar video

> "You record one base video, and Tavus uses AI voice cloning and lip-syncing to automatically generate thousands of unique, personalized videos for every prospect on your sales list."
> — Gemini, AI avatar video


---

# Teachable: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/teachable
Website: https://www.teachable.com

Teachable was named in 50 of 100 AI answers across 2 categories. Best position: Online course platforms, 80% answer share, ranked #3, named first in 20%.

## What Teachable is

Teachable is a platform for people and businesses selling educational products online. It supports online courses, coaching, digital downloads and memberships. Monthly plans cost $39, $89 or $189, with annual billing and a custom sales-led plan also available.

Users create products with a drag-and-drop AI builder. Courses can include videos, quizzes, drip content and mobile access. The platform supports one-to-one and group coaching, including scheduling and payment management. It also handles sales tax, VAT and GST in more than 45 countries, alongside local payment methods, subscription recovery, upsells and order bumps.

Pricing: Monthly plans are $39, $89, and $189 per month, with a custom plan available through sales; annual billing is also offered.
(From Teachable's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #3 of 15 | 80% | 20% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #12 of 16 | 20% | 0% | GPT-5.6 Luna, Claude, Claude Fable 5, Gemini, Perplexity |

## What the models said

> "The best platform depends on your goals, but for most creators I’d recommend Teachable, Podia, or Thinkific."
> — Perplexity, Online course platforms

> "Teachable: best overall starting point Teachable is usually the safest default for a first course."
> — GPT-5.6 Luna, Online course platforms

> "Choose Teachable if your product is primarily a course business with memberships as an add-on."
> — Perplexity, Creator monetization platforms

> "My actual recommendation Start with Teachable or Thinkific's free/entry tier."
> — Claude Opus 5, Online course platforms


---

# Thinkific: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/thinkific
Website: https://www.thinkific.com

Thinkific was named in 48 of 50 AI answers across 1 category. Best position: Online course platforms, 96% answer share, ranked #2, named first in 28%.

## What Thinkific is

Thinkific is a platform for businesses that create, sell and manage online learning experiences. It is built for organisations selling expertise, scaling academies or using online education to grow revenue.

Users build courses with a drag-and-drop builder and AI-assisted course generation. The platform brings courses, communities and learning paths together, while handling checkout, subscriptions, tax, invoicing and payment recovery. Its Thinker AI assistant can answer learner questions using course content.

(From Thinkific's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #2 of 15 | 96% | 28% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Thinkific: best course-building flexibility Thinkific is particularly strong when the learning experience is the priority."
> — GPT-5.6 Luna, Online course platforms

> "Choose Thinkific if you want to focus purely on the best possible educational and quiz experience for your students."
> — Gemini 3.5 Flash, Online course platforms

> "The best platform depends on your goals, but for most creators I’d recommend Teachable, Podia, or Thinkific."
> — Perplexity, Online course platforms

> "Best online-course platforms right now As of September 2, 2026, Thinkific is my best overall recommendation for most independent course businesses."
> — GPT-5.6 Sol, Online course platforms


---

# tl;dv: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/tl-dv
Website: https://tldv.io

tl;dv was named in 9 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 18% answer share, ranked #14, named first in 2%.

## What tl;dv is

tl;dv is software for teams that run meetings and need to share notes, use CRM workflows or analyse conversations. It records, transcribes, summarises and analyses meetings. A free-forever option is stated.

After a call, tl;dv generates meeting minutes and summaries, then sends the minutes to participants or shares them with Slack. Users can map meeting-minutes templates to CRM fields to fill in the CRM automatically. They can also ask questions across multiple meetings and schedule reports that provide insights and trends.

Pricing: A free-forever option is stated.
(From tl;dv's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #14 of 19 | 18% | 2% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "The leading AI meeting notetakers today include Otter.ai, Fireflies.ai, Fathom, tl;dv, Jamie, Granola, Krisp AI Note Taker, and a few others that repeatedly rank at the top across independent reviews."
> — Sonar Reasoning Pro, AI meeting notetakers


---

# Together: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/together
Website: https://docs.pipecat.ai

Together was named in 64 of 100 AI answers across 2 categories. Best position: Inference hosting, 90% answer share, ranked #2, named first in 38%.

## What Together is

Together AI provides access to language models through an OpenAI-compatible interface. It is for people and teams that need to use language models through that interface.

It hosts a variety of open-source models and supports streaming responses. It also supports function calling and context management.

(From Together's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #2 of 18 | 90% | 38% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #10 of 15 | 38% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Start with Together AI if you just need a high-quality hosted open model API and want very little deployment work."
> — ChatGPT, Inference hosting

> "If your main goal is production inference with minimal ops, Together AI and Fireworks AI are the strongest alternatives to test first."
> — Perplexity, Inference hosting

> "Choose Fireworks AI, Together AI, or DeepInfra if latency, throughput, and open-source model serving matter more than provider diversity."
> — Claude, LLM APIs

> "For a high-volume, latency-sensitive LLM product, Together, Fireworks, or a dedicated deployment is usually a better fit."
> — GPT-5.6 Luna, Inference hosting


---

# Tray: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/tray
Website: https://tray.ai

Tray was named in 7 of 50 AI answers across 1 category. Best position: Automation platforms, 14% answer share, ranked #8, named first in 0%.

## What Tray is

Tray provides a platform for enterprise teams that need to build, govern and scale AI across their data, applications and systems. It supports process automation, data integration, API management, AI agents and MCP governance.

The platform connects to more than 700 applications and systems, then deploys AI-built apps to production on a managed runtime. It records tool calls and includes per-user access controls and approval workflows. Teams can deploy the same agent through Slack, Teams, a chatbot or an API.

(From Tray's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #8 of 14 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Choose Workato/Tray.io if you are an enterprise team with strict security, IT governance, and budget."
> — Gemini, Automation platforms

> "Enterprise‑wide automation with strong governance and IT involvement → Workato, Boomi, MuleSoft, Tray.io, SnapLogic, Celigo."
> — Sonar Reasoning Pro, Automation platforms

> "Skip straight to Workato/Tray.io only if you're already dealing with complex, business-critical integrations where reliability and governance matter more than cost."
> — Claude, Automation platforms


---

# Turbopuffer: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/turbopuffer
Website: https://turbopuffer.com

Turbopuffer was named in 7 of 50 AI answers across 1 category. Best position: Vector databases, 14% answer share, ranked #11, named first in 0%.

## What Turbopuffer is

Turbopuffer is a vector and full-text search database built on object storage. It is for AI applications, semantic search, recommendation systems and other use cases that require similarity search. It has Launch, Scale and Enterprise plans, with minimum usage of $16, $256 and at least $4,096 per month.

It separates compute from storage and moves data between NVMe and object storage. The database supports vector and full-text search, including hybrid search, metadata filtering, document writes and queries.

Pricing: It has Launch, Scale, and Enterprise plans with minimum usage of $16/month, $256/month, and at least $4,096/month respectively.
(From Turbopuffer's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #11 of 16 | 14% | 0% | Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash |

## What the models said

> "This allows you to start on pgvector or Pinecone for speed and migrate to Qdrant or Turbopuffer later if cost or scale requirements change."
> — Gemini, Vector databases

> "Pinecone and Turbopuffer are managed serverless options for teams that want hosted infrastructure."
> — Claude, Vector databases

> "Use Pinecone or Turbopuffer if you'd rather pay to avoid operating anything."
> — Claude Opus 5, Vector databases


---

# Turso: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/turso
Website: https://turso.tech

Turso was named in 16 of 50 AI answers across 1 category. Best position: Databases for startups, 32% answer share, ranked #7, named first in 0%.

## What Turso is

Turso provides embedded and cloud SQLite databases for developers building AI-agent, mobile, IoT and multi-tenant applications. It supports separate databases for each user, agent or tenant, and states that a free starting option is available.

Its embedded engine can run offline, in browsers or on devices. Turso Cloud provides network access and device synchronisation for SQLite databases. The product also includes native vector search and supports concurrent writes.

Pricing: A free starting option is stated.
(From Turso's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #7 of 17 | 32% | 0% | GPT-5.6 Sol, ChatGPT, Claude Opus 5, Claude, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Turso / SQLite-style edge databases if your app is lightweight, local-first, offline-capable, or edge-deployed."
> — Perplexity, Databases for startups

> "Cloudflare D1 or Turso: consider for SQLite-oriented edge applications, especially when globally distributed reads matter."
> — GPT-5.6 Sol, Databases for startups


---

# Udemy: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/udemy
Website: https://www.udemy.com

Udemy was named in 29 of 50 AI answers across 1 category. Best position: Online course platforms, 58% answer share, ranked #4, named first in 4%.

## What Udemy is

Udemy is an online course platform for people developing skills and advancing their careers. It covers career and life skills, including generative AI, IT certifications, data science and Excel.

Users can buy individual courses at their listed prices or use Personal Plan, which starts at $13.00 per month. Personal Plan provides access to a variety of content from real-world experts and includes AI coaching practice.

Pricing: Individual courses display current prices, while Personal Plan starts at $13.00 per month.
(From Udemy's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #4 of 15 | 58% | 4% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Udemy or Skillshare if your priority is reaching an existing marketplace audience rather than owning the customer relationship."
> — Perplexity, Online course platforms

> "Best for: creators who don’t yet have an audience and want reach via Udemy’s marketplace, accepting lower control and a revenue share."
> — Sonar Reasoning Pro, Online course platforms

> "Udemy: best for marketplace reach Udemy is different from the others: it is primarily a course marketplace, not your own branded course business."
> — GPT-5.6 Luna, Online course platforms

> "If you optimize your keywords, Udemy will drive organic traffic and sales to your course without you lifting a finger."
> — Gemini 3.5 Flash, Online course platforms


---

# Udio: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/udio
Website: https://www.udio.com

Udio was named in 33 of 50 AI answers across 1 category. Best position: AI music generation, 66% answer share, ranked #2, named first in 0%.

## What Udio is

Udio is an AI music generator for music makers, including professional musicians, songwriters, amateurs, creators, artists, musicians and music lovers. It is used to create songs from text descriptions and to edit audio.

Users describe the music they want in text, and Udio creates music from those descriptions. They can upload audio files and use AI editing tools, then extend or remix songs. Users can publish songs on Udio and follow artists.

Pricing: Udio offers a free plan, Standard at $10 monthly or $8/month billed annually, and Pro at $30 monthly or $24/month billed annually, with purchasable credits.
(From Udio's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI music generation (https://www.memetik.ai/index/ai-music) | #2 of 15 | 66% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you are a music hobbyist or producer who wants to painstakingly craft a track piece-by-piece, choose Udio."
> — Gemini 3.5 Flash, AI music generation

> "Suno and Udio shine in experimental music, but they're less tuned for unobtrusive background beds."
> — Claude Opus 5, AI music generation

> "Use Suno when you want speed and strong results from simple prompts; switch to Udio when you care more about detailed structure and style consistency."
> — Sonar Reasoning Pro, AI music generation

> "For songwriters and producers Try Udio and Suno with the same concept."
> — GPT-5.6 Sol, AI music generation


---

# Unbounce: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/unbounce

Unbounce was named in 5 of 50 AI answers across 1 category. Best position: AI website builders, 10% answer share, ranked #15, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #15 of 16 | 10% | 0% | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |

## What the models said

> "Pick Unbounce if you already have traffic and want to optimize signups or demo requests with testing."
> — Perplexity, AI website builders

> "If you're running paid ad campaigns and care mainly about conversion rates, Unbounce is the better fit; if the landing page is step one of building an app, try Lovable."
> — Claude Fable 5, AI website builders


---

# Unify: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/unify
Website: https://www.unifygtm.com

Unify was named in 4 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 8% answer share, ranked #18, named first in 0%.

## What Unify is

Unify is an AI-native platform for outbound prospecting, research and sequencing. It is built for sellers, including BDRs, account executives, sales leaders, marketing teams and RevOps. A free trial is offered.

Users can build targeted lists from more than 40 data sources. Unify’s agents use a plain-English buyer description to find accounts, pull contacts, research fit and qualify lists. The platform generates personalised email and social messages using research, the user’s voice and message data. It brings prospecting, enrichment and sequence enrolment into one flow.

Pricing: A free trial is offered.
(From Unify's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #18 of 20 | 8% | 0% | GPT-5.6 Sol, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Unify if you are a solo founder and want the simplest “run outbound from one tab” experience."
> — Perplexity, AI outbound and prospecting


---

# Upstash: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/upstash
Website: https://upstash.com

Upstash was named in 6 of 50 AI answers across 1 category. Best position: Databases for startups, 12% answer share, ranked #13, named first in 0%.

## What Upstash is

Upstash is a serverless data platform for developers building with serverless functions, microservices and AI agents. It offers Redis, vector search, HTTP messaging and scheduling, durable workflows, and cloud containers for agents.

Its serverless Redis includes durable storage, automatic scaling, backups and multi-region replication options. Vector stores vectors for similarity search, metadata filtering and SQL support. QStash delivers HTTP messages, runs recurring CRON tasks and retries failures. Workflow coordinates serverless functions and long-running processes with step retries. Box provides isolated containers with shell, filesystem and Git access, persistent storage, and automatic freezing and resuming.

Pricing: Box uses usage-based pricing and charges only when active.
(From Upstash's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #13 of 17 | 12% | 0% | Claude, Claude Fable 5, Gemini |


---

# UXCam: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/uxcam

UXCam was named in 2 of 50 AI answers across 1 category. Best position: Product analytics, 4% answer share, ranked #12, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Product analytics (https://www.memetik.ai/index/product-analytics) | #12 of 13 | 4% | 0% | Gemini, Gemini 3.5 Flash |


---

# v0: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/v0
Website: https://v0.app

v0 was named in 55 of 100 AI answers across 2 categories. Best position: AI app builders, 90% answer share, ranked #4, named first in 0%.

## What v0 is

v0 is a product for building full-stack web apps with AI. It is for people who want to create apps, games, landing pages, components and dashboards.

Users can begin a creation by selecting a template. Templates cover apps and games, landing pages, components and dashboards, providing a starting point for building within v0.

(From v0's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #4 of 15 | 90% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #12 of 16 | 20% | 0% | GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose v0 if visual quality matters most and you expect to deploy on Vercel or have engineers continue development."
> — ChatGPT, AI app builders

> "For a developer-led project, start with v0 or Replit, where code inspection and ongoing maintenance are more central to the workflow."
> — GPT-5.6 Luna, AI app builders

> "If you are, start with v0 for a UI-first app or Bolt.new if you intend to own the codebase."
> — Claude Opus 5, AI app builders

> "Go with v0 if you are a developer who wants clean Next.js/Tailwind code to build upon."
> — Gemini, AI app builders


---

# Vast.ai: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/vast-ai

Vast.ai was named in 8 of 50 AI answers across 1 category. Best position: Inference hosting, 16% answer share, ranked #14, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #14 of 18 | 16% | 0% | Claude, Gemini, Gemini 3.5 Flash |


---

# Veed: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/veed
Website: https://www.veed.io

Veed was named in 11 of 100 AI answers across 2 categories. Best position: AI avatar video, 20% answer share, ranked #9, named first in 0%.

## What Veed is

Veed is an AI avatar generator for marketers and creators making talking-head videos, product explainers and social-media content. It enables users to create a video from a written script using either a stock avatar or an avatar based on themselves. Stock AI avatars are free to try.

Users choose a stock avatar or record themselves to create a custom one, then type or paste the script they want the avatar to deliver. They can export the finished talking video or continue editing it by adding text, a logo and music.

Pricing: Stock AI avatars are free to try.
(From Veed's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI avatar video (https://www.memetik.ai/index/ai-avatars) | #9 of 15 | 20% | 0% | Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity |
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #14 of 14 | 2% | 0% | Claude |

## What the models said

> "Choose VEED or Captions if you want to make social media shorts with automatic animated subtitles."
> — Gemini 3.5 Flash, AI avatar video

> "The top AI avatar video tools right now are led by HeyGen, Synthesia, Colossyan, and D-ID, with DeepBrain AI Studios, Elai, and VEED also strong depending on use case."
> — Perplexity, AI avatar video


---

# Veo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/veo
Website: https://aistudio.google.com

Veo was named in 50 of 50 AI answers across 1 category. Best position: AI video generation, 100% answer share, ranked #1, named first in 56%.

## What Veo is

Veo 3.1 is a video-generation model for developers creating social media content and ad creatives. It is available through an API.

It generates video from text, image and video inputs, pairing sound with visuals. Veo can produce video in 720p, 1080p and 4K at 24 frames per second.

(From Veo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #1 of 16 | 100% | 56% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Veo 3.1 Lite: best scalable option Veo 3.1 Lite supports text-to-video and image-to-video generation with audio."
> — GPT-5.6 Sol, AI video generation

> "You want the absolute best single‑clip fidelity + native audio and can pay for it: → Pick Google Veo 3.1."
> — Sonar Reasoning Pro, AI video generation

> "Go with Google Veo 3.1 if you want instant short-form videos with realistic audio/SFX built-in."
> — Gemini, AI video generation

> "My actual recommendation If you're a solo creator doing short-form social content: start with Seedance 2.0 for iteration speed, and keep Veo 3.1 for hero shots."
> — Claude Opus 5, AI video generation


---

# Vercel: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/vercel
Website: https://vercel.com

Vercel was named in 46 of 50 AI answers across 1 category. Best position: App hosting for startups, 92% answer share, ranked #1, named first in 62%.

## What Vercel is

Vercel provides infrastructure for people building agents, apps and platforms. It supports the development, deployment and hosting of web applications and related services.

It provides durable orchestration and sandboxed environments for agents, alongside an AI model gateway and Fluid Compute. Its platform includes global delivery, deployment environments, serverless functions and a web application firewall. It also supports tenant isolation, domain management, custom SSL certificates and preview URLs.

(From Vercel's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| App hosting for startups (https://www.memetik.ai/index/app-hosting) | #1 of 18 | 92% | 62% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Several 2026 benchmarks note Cloudflare as best for edge performance and economics compared to Vercel at high scale."
> — Sonar Reasoning Pro, App hosting for startups

> "The Best for Developer Experience Vercel Since Vercel created and maintains Next.js, it is the native environment for the framework."
> — Gemini 3.5 Flash, App hosting for startups

> "Choose Render over Vercel when: your backend needs long-running processes, workers, custom runtimes, or a database-centric architecture."
> — GPT-5.6 Luna, App hosting for startups

> "For a Next.js app with a backend, the best default choice for most teams is Vercel if you want the smoothest deployment and the least setup friction."
> — Perplexity, App hosting for startups


---

# Vercel AI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/vercel-ai
Website: https://vercel.com

Vercel AI was named in 1 of 50 AI answers across 1 category. Best position: Inference hosting, 2% answer share, ranked #18, named first in 0%.

## What Vercel AI is

Vercel AI provides infrastructure for people building agents, applications and hosted platforms. It is intended for teams that need to deploy and operate these products across global delivery networks.

It combines durable orchestration, sandboxed environments, an AI model gateway and fluid compute for agents. For applications and platforms, it provides deployment environments, serverless functions and a web application firewall. It also supports tenant isolation, domain management, custom SSL certificates and preview URLs.

(From Vercel AI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Inference hosting (https://www.memetik.ai/index/inference-hosting) | #18 of 18 | 2% | 0% | Gemini |


---

# Vespa: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/vespa
Website: https://vespa.ai

Vespa was named in 5 of 50 AI answers across 1 category. Best position: Vector databases, 10% answer share, ranked #12, named first in 0%.

## What Vespa is

Vespa is a distributed serving engine from Vespa.ai for developers building data-driven AI applications. It combines retrieval, ranking, machine-learning inference and real-time serving in one system.

It searches vector, text and structured data, then ranks results with mathematical functions or machine-learned models including ONNX and XGBoost. Functions run across clusters of nodes, with data distributed automatically. Vespa Cloud manages operational tasks including nodes, failover, encryption, certificates and operating-system patches.

(From Vespa's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #12 of 16 | 10% | 0% | Claude Opus 5, Claude Fable 5, Gemini, Sonar Reasoning Pro |

## What the models said

> "The main contenders right now are pgvector, Pinecone, Qdrant, Weaviate, Milvus, Chroma, and LanceDB, plus platforms like Redis, Elasticsearch, and Vespa."
> — Claude Fable 5, Vector databases

> "You need advanced hybrid search / large‑scale search + ranking Consider Weaviate for native hybrid search and modules, or Elasticsearch/Vespa for mature keyword + vector + ranking at scale."
> — Sonar Reasoning Pro, Vector databases


---

# Vizard: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/vizard
Website: https://vizard.ai

Vizard was named in 32 of 50 AI answers across 1 category. Best position: Short-form clipping tools, 64% answer share, ranked #3, named first in 6%.

## What Vizard is

Vizard is AI software for turning long videos into short social media clips. It is aimed at creators and podcasters, coaches and business owners, marketers, agencies and freelancers. It offers free clips without sign-up.

The software transcribes a video and processes it with proprietary AI to identify engaging moments. It cuts these moments into clips and reframes key subjects for vertical video. Users can generate designed clips for TikTok, YouTube, Instagram or another chosen platform, then download them, share them by link or publish them directly from Vizard.

Pricing: It offers free clips without sign-up.
(From Vizard's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Short-form clipping tools (https://www.memetik.ai/index/short-form-clipping) | #3 of 14 | 64% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Vizard if you want to interact with the AI via text prompts to find highly specific, relevant moments."
> — Gemini 3.5 Flash, Short-form clipping tools

> "Choose Vizard if you are turning Zoom calls, webinars, or long presentations into branded company videos."
> — Gemini, Short-form clipping tools

> "For a podcaster, the strongest all-around picks are Choppity, Vizard, OpusClip, and Descript."
> — Perplexity, Short-form clipping tools

> "You’ll get the best results as a podcaster by using Vizard for automated clipping plus Descript when you want fine‑grained, transcript‑based control over what becomes a clip."
> — Sonar Reasoning Pro, Short-form clipping tools


---

# Voiceflow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/voiceflow
Website: https://www.voiceflow.com

Voiceflow was named in 18 of 50 AI answers across 1 category. Best position: AI agent builders, 36% answer share, ranked #6, named first in 6%.

## What Voiceflow is

Voiceflow is an AI agent platform for customer experience teams managing customer interactions. It is built for CX teams that need to design and operate agents for support conversations.

Teams use Voiceflow to design intelligent workflows and deploy integrated agents to address support issues. Its Agentic Context Engine supports complex conversations, while the platform allows teams to iterate as agents scale without rebuilding them.

(From Voiceflow's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #6 of 20 | 36% | 6% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Voiceflow if you are already operating at enterprise scale and need stronger control over model choice and handoff."
> — Perplexity, AI agent builders

> "Choose Voiceflow if you want to design dynamic, highly custom workflows with branching logic, but don't want to hire a software engineer."
> — Gemini 3.5 Flash, AI agent builders

> "Choose Voiceflow or Botpress if your main product is a customer-facing conversational agent."
> — GPT-5.6 Luna, AI agent builders

> "Dedicated agent builders Botpress, Voiceflow, Relevance AI, Gumloop, Stack AI, and MindStudio appear repeatedly across the independent lists."
> — Claude Opus 5, AI agent builders


---

# Wan: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/wan
Website: https://wan.video

Wan was named in 7 of 50 AI answers across 1 category. Best position: AI video generation, 14% answer share, ranked #12, named first in 0%.

## What Wan is

Wan is a set of open-source models for generating and editing video. It is built for industrial applications and academic research, including work that needs video creation, transformation or animation from text, images, reference material and voice.

The models support text-to-video and image-to-video generation. Wan’s VACE model can generate video from references, edit existing video and apply masked video-to-video edits. Its animation model handles character animation and character replacement. An audio-driven model generates cinematic video from voice.

(From Wan's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI video generation (https://www.memetik.ai/index/ai-video-generation) | #12 of 16 | 14% | 0% | Claude Opus 5, Claude, Claude Fable 5, Gemini 3.5 Flash |

## What the models said

> "Alibaba's Wan 2.7 is the strongest model you can run on your own hardware, appealing to developers who want local control rather than cloud APIs."
> — Claude, AI video generation

> "Open-Source Options Wan 2.2 and LTX-2.3 now produce output rivaling Sora and Veo on motion realism."
> — Claude Opus 5, AI video generation


---

# Wave Payroll: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/wave-payroll
Website: https://www.waveapps.com

Wave Payroll was named in 1 of 50 AI answers across 1 category. Best position: Payroll for startups, 2% answer share, ranked #13, named first in 0%.

## What Wave Payroll is

Wave Payroll is part of Wave, software for small business owners and solopreneurs. It keeps accounting, invoicing, payments and payroll in one system. Users can get started for free.

The software tracks income and expenses, manages cash flow and provides reporting. It creates invoices and estimates, and lets customers pay by credit card, bank transfer or Apple Pay. Wave Payroll pays employees and manages contractors.

Pricing: Users can get started for free.
(From Wave Payroll's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #13 of 14 | 2% | 0% | Sonar Reasoning Pro |

## What the models said

> "Good if you’re a micro-business already using Wave and operate where Wave Payroll is supported."
> — Sonar Reasoning Pro, Payroll for startups


---

# Weaviate: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/weaviate
Website: https://weaviate.io

Weaviate was named in 45 of 50 AI answers across 1 category. Best position: Vector databases, 90% answer share, ranked #4, named first in 0%.

## What Weaviate is

Weaviate is an open-source vector database for developers creating and scaling AI applications. It is available self-hosted, as a managed service, or as a Kubernetes package in a VPC.

It stores, indexes and searches high-dimensional vectors. It combines vector search with BM25 keyword search for hybrid search, and can generate vector embeddings or accept embeddings supplied by the developer. It supports retrieval-augmented generation by using proprietary data with machine-learning models.

(From Weaviate's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Vector databases (https://www.memetik.ai/index/vector-databases) | #4 of 16 | 90% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose a database like Qdrant, Weaviate, or Pinecone that supports dense + sparse hybrid search natively."
> — Gemini, Vector databases

> "Choose Weaviate if hybrid search and multi-tenant isolation are core requirements for your product."
> — Perplexity, Vector databases

> "Choose Weaviate if built-in hybrid search and higher-level AI retrieval features matter."
> — GPT-5.6 Luna, Vector databases

> "Weaviate: strongest built-in search feature set Weaviate is worth choosing when hybrid search is central and you want keyword retrieval integrated directly with vector search."
> — GPT-5.6 Sol, Vector databases


---

# Webflow: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/webflow
Website: https://webflow.com

Webflow was named in 12 of 50 AI answers across 1 category. Best position: AI website builders, 24% answer share, ranked #10, named first in 0%.

## What Webflow is

Webflow is a platform for building, managing and optimising websites. It is for people involved in creating digital experiences, including those designing layouts, publishing content and managing website performance.

It uses a visual canvas to generate code for custom layouts and animations. Its composable CMS supports content creation and publishing, while headless CMS APIs can deliver content programmatically and connect with other tools. Webflow also includes analytics, A/B testing, AI-powered personalisation and SEO tools, alongside collaboration controls, hosting, security and compliance features.

(From Webflow's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #10 of 16 | 24% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini |

## What the models said

> "Framer is generally faster for a landing page; Webflow is usually better when the site’s structure and content operation will become complicated."
> — GPT-5.6 Sol, AI website builders

> "And for teams needing scalable design systems, Webflow."
> — Claude, AI website builders


---

# Weights & Biases: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/weights-and-biases
Website: https://wandb.ai

Weights & Biases was named in 9 of 50 AI answers across 1 category. Best position: LLM observability and evals, 18% answer share, ranked #12, named first in 0%.

## What Weights & Biases is

Weights & Biases is an AI developer platform for building AI agents, applications and models. It is designed for AI developers. It offers a free plan, a Pro plan starting at $60 per month billed monthly, and custom Enterprise plans.

The platform builds and manages AI models, fine-tunes them for agentic tasks, and serves hosted and fine-tuned models. It supports iterating on, evaluating and monitoring agents. A registry stores datasets, models, prompts, code and metadata.

Pricing: It has a free plan, a Pro plan starting at $60 per month billed monthly, and custom Enterprise plans.
(From Weights & Biases's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM observability and evals (https://www.memetik.ai/index/llm-observability) | #12 of 13 | 18% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude Fable 5, Sonar Reasoning Pro |

## What the models said

> "Choose Weave when W&B is already where your datasets, experiment lineage, and team habits live."
> — ChatGPT, LLM observability and evals


---

# WellSaid: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/wellsaid
Website: https://www.wellsaid.io

WellSaid was named in 13 of 50 AI answers across 1 category. Best position: AI voice generation, 26% answer share, ranked #8, named first in 0%.

## What WellSaid is

WellSaid is a text-to-speech product that helps teams create AI voiceovers. It is built for people producing training, enablement, marketing, e-learning and enterprise communications.

Users provide a script and generate a voiceover from it. The product offers more than 240 AI voices, with options to select languages, voice actors and voice styles. Teams can use the resulting voiceovers across different types of content and communications.

(From WellSaid's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI voice generation (https://www.memetik.ai/index/ai-voice) | #8 of 17 | 26% | 0% | GPT-5.6 Sol, ChatGPT, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose WellSaid Labs if you need clean, reliable, commercially-compliant voices for e-learning and corporate videos [1."
> — Gemini 3.5 Flash, AI voice generation

> "Go with WellSaid Labs if you need corporate, studio-polished narration with precise pronunciation controls."
> — Gemini, AI voice generation

> "Choose WellSaid if you need business-grade consistency and compliance."
> — Perplexity, AI voice generation

> "For full production studios and corporate voiceover, tools like Murf AI and WellSaid Labs remain top choices, while Cartesia, PlayHT, and cloud platforms lead for real‑time and large‑scale API use."
> — Sonar Reasoning Pro, AI voice generation


---

# Whop: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/whop
Website: https://whop.com

Whop was named in 39 of 150 AI answers across 3 categories. Best position: Paid community platforms, 52% answer share, ranked #6, named first in 0%.

## What Whop is

Whop is software for people creating or running businesses. It brings storefront, ads manager, checkout and wallet tools into one place. It is intended for agencies, games, service businesses, social networks, shopping platforms, consumer SaaS, marketplaces, events, newspapers and trading platforms.

Businesses can use Whop’s tools to set up a storefront, manage ads, take payments through checkout and use wallet features. It also provides APIs for embedding components in other products. Its checkout embed accepts a plan ID and can run completion handling after payment.

(From Whop's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Paid community platforms (https://www.memetik.ai/index/paid-communities) | #6 of 13 | 52% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| Creator monetization platforms (https://www.memetik.ai/index/creator-monetization) | #10 of 16 | 24% | 0% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |
| Online course platforms (https://www.memetik.ai/index/course-platforms) | #15 of 15 | 2% | 0% | Sonar Reasoning Pro |

## What the models said

> "Choose Whop or Memberful if your priority is monetization and ownership of the payment relationship over rich community UX."
> — Perplexity, Paid community platforms

> "Choose Whop + Discord if real-time chat, familiar Discord roles, bots and voice channels are essential."
> — GPT-5.6 Sol, Paid community platforms

> "Choose Discord + Whop if your audience prefers instant, real-time messaging over structured forums."
> — Gemini 3.5 Flash, Paid community platforms

> "Choose Whop / Discord if your community relies on fast, high-volume real-time messaging."
> — Gemini, Paid community platforms


---

# Windsurf: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/windsurf
Website: https://www.codecademy.com

Windsurf was named in 25 of 100 AI answers across 2 categories. Best position: AI coding agents, 42% answer share, ranked #7, named first in 0%.

## What Windsurf is

Windsurf is an AI-powered integrated development environment for developers working with code. It supports writing and working across a codebase within the coding environment.

It maintains awareness of the codebase and developer actions, allowing it to reason about codebases in real time and execute terminal commands. Windsurf can make related changes across multiple files. Its write mode modifies code, while chat mode provides guidance without changing code.

(From Windsurf's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI coding agents (https://www.memetik.ai/index/ai-coding-agents) | #7 of 12 | 42% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #13 of 15 | 8% | 0% | Claude, Gemini |

## What the models said

> "Windsurf’s state management and UX are praised by many devs as being the most natural "conversational" coding experience on the market."
> — Gemini 3.5 Flash, AI coding agents

> "Cursor, Copilot, and Windsurf are primarily coding environments/assistants; Claude Code and Codex are closer to autonomous software-engineering agents."
> — GPT-5.6 Sol, AI coding agents

> "Phase 3: Scaling & Customization Pull the repo into Cursor or Windsurf to fine-tune complex logic, optimize API calls, or fix edge-case bugs using AI prompts."
> — Gemini, AI app builders

> "Cursor or Windsurf as the main editor for day-to-day multi-file feature building."
> — Gemini, AI coding agents


---

# Wix: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/wix
Website: https://work-management.org

Wix was named in 48 of 50 AI answers across 1 category. Best position: AI website builders, 96% answer share, ranked #1, named first in 74%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #1 of 16 | 96% | 74% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Choose Wix if you want a reliable, middle-of-the-road option that you can endlessly customize and scale as your business grows."
> — Gemini 3.5 Flash, AI website builders

> "Go with Wix AI if you want the best balance between fast AI generation and complete design customization."
> — Gemini, AI website builders

> "Specialized small‑business tests found Wix AI Site Generator the best fit “for most small businesses,” with production‑ready sites built from a single prompt."
> — Sonar Reasoning Pro, AI website builders

> "If you want one simple recommendation without overthinking it: choose Wix unless you have a clear reason to prioritize design, ecommerce, or budget over flexibility."
> — Perplexity, AI website builders


---

# WordPress: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/wordpress
Website: https://wordpress.com

WordPress was named in 16 of 50 AI answers across 1 category. Best position: AI website builders, 32% answer share, ranked #8, named first in 0%.

## What WordPress is

WordPress is a managed hosting service for creating and running websites. It supports people and organisations that need a website, with tools for designing pages and managing its operation. Domain extensions including .com, .org and .net start at $13 per year.

It provides managed WordPress hosting, along with themes and patterns for site design. Its security features include firewalls, encryption, brute force protection and DDoS protection. A global CDN transfers data to support website performance.

Pricing: Domain extensions including .com, .org, and .net start at $13 per year.
(From WordPress's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI website builders (https://www.memetik.ai/index/ai-website-builders) | #8 of 16 | 32% | 0% | GPT-5.6 Sol, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Only go the WordPress/10Web route if you anticipate needing lots of customization or plugins down the line."
> — Claude, AI website builders

> "GoDaddy if you need to launch very quickly with a simple business site. 10Web if you specifically want a WordPress-based site from AI."
> — Perplexity, AI website builders


---

# Workato: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/workato
Website: https://www.workato.com

Workato was named in 26 of 50 AI answers across 1 category. Best position: Automation platforms, 52% answer share, ranked #4, named first in 0%.

## What Workato is

Workato provides an enterprise platform for AI governance, integration and process automation. It is built for enterprises running AI agents, integrations and business processes.

Its Control Plane governs agent actions and workflows, while its Execution Plane runs integrations and automations when business events change. AIRO recommends solution architecture using business context, permissions, assets, standards and organisational knowledge. It then runs solutions on Workato ONE and monitors performance and operational insights.

(From Workato's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #4 of 14 | 52% | 0% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Workato: best enterprise orchestration Workato targets enterprise-wide integration rather than individual productivity automations."
> — GPT-5.6 Sol, Automation platforms

> "Choose Workato/Tray.io if you are an enterprise team with strict security, IT governance, and budget."
> — Gemini, Automation platforms

> "Choose Workato if you are buying for enterprise governance and cross-team orchestration."
> — Perplexity, Automation platforms

> "Choose Workato if you’re a larger company with IT/security requirements, formal governance, and major systems like Salesforce, ERP, HRIS, and data platforms."
> — ChatGPT, Automation platforms


---

# WorkOS: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/workos
Website: https://workos.com

WorkOS was named in 40 of 50 AI answers across 1 category. Best position: Authentication for developers, 80% answer share, ranked #3, named first in 18%.

## What WorkOS is

WorkOS provides building blocks for teams adding enterprise features to their applications. It is for product and engineering teams that need to support enterprise identity, administration and user management without building each capability separately.

It connects applications to SAML and OIDC identity providers through one integration. WorkOS also provides authentication types, user and organisation management, and policies. It can synchronise user lifecycle data from SCIM and HRIS providers. IT administrators use its hosted Admin Portal to configure WorkOS, while application teams use its APIs, SDKs, webhooks and normalised objects to integrate the features into their product.

(From WorkOS's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Authentication for developers (https://www.memetik.ai/index/developer-auth) | #3 of 17 | 80% | 18% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you are building a B2B product targeting enterprise customers, WorkOS is arguably the strongest contender on the market."
> — Gemini 3.5 Flash, Authentication for developers

> "WorkOS: best if you sell to enterprises and need SAML SSO, SCIM, directory sync, and audit logs without building that infrastructure yourself."
> — Perplexity, Authentication for developers

> "Choose Stytch B2B or WorkOS AuthKit if enterprise SSO and SCIM are immediate sales requirements."
> — GPT-5.6 Sol, Authentication for developers

> "If selling to mid-market / enterprise customers requiring SAML/Okta from Day 1: Go with WorkOS."
> — Gemini, Authentication for developers


---

# xAI: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/xai
Website: https://x.ai

xAI was named in 4 of 50 AI answers across 1 category. Best position: LLM APIs, 8% answer share, ranked #14, named first in 0%.

## What xAI is

xAI provides Grok AI models through a unified API for developers and teams building AI-powered products. It offers usage-based pricing, with monthly invoicing for supported team arrangements.

Developers access Grok models with an API key. The API provides text, code, voice, image and video capabilities. Teams can use custom rate limits, support, invoicing, single sign-on, audit logging and data-residency options.

Pricing: It offers usage-based pricing, with monthly invoicing for supported team arrangements.
(From xAI's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| LLM APIs (https://www.memetik.ai/index/llm-apis) | #14 of 15 | 8% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude Fable 5 |

## What the models said

> "Add Mistral when deployment control or European hosting matters, Cohere for enterprise retrieval, and xAI when its particular model behavior or ecosystem is strategically useful."
> — GPT-5.6 Sol, LLM APIs

> "Ranked by the metric you actually care about: the cheapest production-grade model is Grok 4.5 at $2.00/$6.00, and the cheapest frontier-tier model is Claude Opus 5 at $5.00/$25.00."
> — Claude Opus 5, LLM APIs


---

# Xata: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/xata
Website: https://xata.io

Xata was named in 1 of 50 AI answers across 1 category. Best position: Databases for startups, 2% answer share, ranked #17, named first in 0%.

## What Xata is

Xata is a Postgres platform for engineering teams and AI platforms building applications, previews and agent workflows. It provides isolated database branches for pull requests, previews and other development work. Pricing is based on capacity and deployment requirements rather than the number of branches created.

Xata creates production-like Postgres branches for each workflow. Its copy-on-write storage lets branches share parent data while storing only their changes. Idle branches can hibernate without using compute, then wake when they receive their first query. Teams can create and remove databases and branches through its API, command-line interface, GitHub, continuous integration systems or coding-agent integrations.

Pricing: Platform pricing is based on capacity and deployment requirements rather than every branch created.
(From Xata's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Databases for startups (https://www.memetik.ai/index/startup-databases) | #17 of 17 | 2% | 0% | Claude |


---

# You.com: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/you-com
Website: https://you.com

You.com was named in 1 of 50 AI answers across 1 category. Best position: Web search and scraping APIs for AI, 2% answer share, ranked #17, named first in 0%.

## What You.com is

You.com provides web search and content-extraction APIs for developers adding web search to AI agents. Its APIs cover web and news retrieval, URL content extraction, and answers based on web sources.

Its Web Search API returns web and news results in a single query, with LLM-ready snippets and metadata. Developers can filter results by country, language and freshness. The Contents API extracts page text, summaries and metadata from URLs. The Answer API combines web search with a synthesised answer grounded in citations.

Pricing: Web Search API costs $5.00 per 1,000 calls; Contents API costs $1.00 per 1,000 pages; Answer API costs $5.00 per 1,000 calls.
(From You.com's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Web search and scraping APIs for AI (https://www.memetik.ai/index/ai-search-apis) | #17 of 17 | 2% | 0% | Claude |


---

# Zapier: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zapier
Website: https://zapier.com

Zapier was named in 79 of 100 AI answers across 2 categories. Best position: Automation platforms, 100% answer share, ranked #1, named first in 70%.

## What Zapier is

Zapier is a platform for teams and IT organisations that use AI tools with business systems. It connects AI tools to business apps and automates work. A free option is available.

Zapier connects AI assistants and custom AI apps to more than 9,000 apps through MCP and its SDK. Its AI agents can score leads, process documents, route tickets and handle requests. IT teams can control which apps and actions are available to MCP clients and SDK callers. An admin log records AI actions and model calls.

Pricing: A free option is stated.
(From Zapier's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Automation platforms (https://www.memetik.ai/index/no-code-automation) | #1 of 14 | 100% | 70% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |
| AI agent builders (https://www.memetik.ai/index/ai-agent-builders) | #3 of 20 | 58% | 12% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "When Zapier is better Choose Zapier if your top priority is that a nontechnical person can create a workflow in minutes."
> — GPT-5.6 Luna, Automation platforms

> "Choose Zapier if you have zero technical background, have a budget to spare, and need to build 5 quick integrations today."
> — Gemini 3.5 Flash, Automation platforms

> "Grouped alongside Zapier as a 2026 leader for non-developers, Make.com offers SOC 2 compliance and native Slack/CRM integrations."
> — Claude, AI agent builders

> "My practical recommendation Start with Zapier if operations or go-to-market staff will build the workflows."
> — GPT-5.6 Sol, Automation platforms


---

# Zenefits: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zenefits
Website: https://training.zenefits.com

Zenefits was named in 1 of 50 AI answers across 1 category. Best position: Payroll for startups, 2% answer share, ranked #14, named first in 0%.

## What Zenefits is

Zenefits provides a payroll app for organisations that need to set up and run payroll. The available information does not specify a particular customer segment.

The app supports initial payroll setup by guiding users through configuration tasks. These include account and employee verification, tax information setup and pay-type setup. Users can set up and configure payroll within the app.

(From Zenefits's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Payroll for startups (https://www.memetik.ai/index/startup-payroll) | #14 of 14 | 2% | 0% | Claude Fable 5 |


---

# Zite: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zite

Zite was named in 8 of 50 AI answers across 1 category. Best position: AI app builders, 16% answer share, ranked #8, named first in 2%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI app builders (https://www.memetik.ai/index/vibe-coding) | #8 of 15 | 16% | 2% | Claude Opus 5, Claude, Claude Fable 5, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Pick Retool/ToolJet/Zite if the app is for employees, admins, or operations rather than customers."
> — Perplexity, AI app builders


---

# Zoho Billing: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zoho-billing

Zoho Billing was named in 7 of 50 AI answers across 1 category. Best position: Subscription billing, 14% answer share, ranked #11, named first in 0%.

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #11 of 15 | 14% | 0% | Claude, Perplexity, Sonar Reasoning Pro |

## What the models said

> "Zoho Billing / Zoho Subscriptions Best if: you want simple recurring billing and invoicing with low cost and you like the Zoho ecosystem."
> — Sonar Reasoning Pro, Subscription billing

> "Choose Zoho Billing if you want early-stage simplicity and a lighter operational footprint."
> — Perplexity, Subscription billing


---

# Zoho CRM: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zoho-crm
Website: https://www.zoho.com

Zoho CRM was named in 27 of 50 AI answers across 1 category. Best position: CRM for startups, 54% answer share, ranked #6, named first in 8%.

## What Zoho CRM is

Zoho CRM is customer relationship management software for startups and sales teams. It helps them manage leads, deals, customer communications and sales processes in one system.

The software captures leads, manages them and converts them into deals. It can assign leads to sales representatives using criteria such as lead score, location and source. Zoho CRM connects communications from social media, live chat, email and telephony. Teams can automate work with macros, workflow rules, customer journeys and sales-process guidance, then use custom reports and dashboards to review sales data.

(From Zoho CRM's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| CRM for startups (https://www.memetik.ai/index/startup-crm) | #6 of 13 | 54% | 8% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "For a startup planning to scale to ~50 reps, the strongest affordable picks are Zoho CRM, HubSpot, and Pipedrive."
> — Claude Fable 5, CRM for startups

> "Choose Zoho CRM if cost is your top metric, or if you plan to tie sales directly into back-office tools."
> — Gemini, CRM for startups

> "Choose Zoho CRM if your top constraint is cost but you still want significant customization."
> — Sonar Reasoning Pro, CRM for startups

> "Many comparisons conclude for most startups in 2026, Zoho CRM is the best all-round pick thanks to a free tier, low-cost paid plans, and room to scale."
> — Claude, CRM for startups


---

# Zoom: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zoom
Website: https://www.zoom.com

Zoom was named in 31 of 50 AI answers across 1 category. Best position: AI meeting notetakers, 62% answer share, ranked #4, named first in 6%.

## What Zoom is

Zoom My Notes is an AI note-taking tool for meetings and conversations, built for small businesses. It is available through Zoom Workplace paid plans and as a standalone plan.

It captures and transcribes discussions across Zoom, Teams, Google Meet and other third-party meeting platforms without bots. The tool uses meeting transcripts to produce summaries, key takeaways and next steps. It can also trigger follow-up workflows, including recap emails, task creation and team updates.

Pricing: Zoom Workplace paid plans starting at $14.16 per user per month include My Notes, and a standalone plan starts at $8.33 per user per month.
(From Zoom's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI meeting notetakers (https://www.memetik.ai/index/ai-meeting-notes) | #4 of 19 | 62% | 6% | GPT-5.6 Sol, ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Perplexity, Sonar Reasoning Pro |

## What the models said

> "If you want, I can also turn this into a “best by use case” shortlist for your exact situation, like sales teams, Google Meet users, Zoom-heavy teams, or privacy-first workflows."
> — Perplexity, AI meeting notetakers

> "The Heavy Hitters These tools send a visible AI "bot" assistant to join your Zoom, Google Meet, or Microsoft Teams calls."
> — Gemini 3.5 Flash, AI meeting notetakers

> "Also worth knowing Zoom AI Companion, Google Gemini in Meet, and Microsoft Teams Copilot are now bundled into plans you may already pay for."
> — Claude Opus 5, AI meeting notetakers

> "If you want a free, frictionless option for back‑to‑back Zoom/Meet/Teams calls, add Fathom as a secondary tool for those purely remote sessions."
> — Sonar Reasoning Pro, AI meeting notetakers


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# ZoomInfo: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zoominfo
Website: https://www.zoominfo.com

ZoomInfo was named in 16 of 50 AI answers across 1 category. Best position: AI outbound and prospecting, 32% answer share, ranked #6, named first in 2%.

## What ZoomInfo is

ZoomInfo is an AI platform for go-to-market teams that uses B2B data. It is built for sales development, account executives, account management, RevOps and demand generation teams.

The platform prioritises high-potential accounts and surfaces verified contact data. It provides buyer context through org charts, decision-maker information, engagement history and next-best actions. ZoomInfo identifies signals including hiring surges, technology changes, budget shifts and intent spikes. It enriches records in real time, triggers workflows, routes leads and syncs enriched data with CRM systems.

(From ZoomInfo's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| AI outbound and prospecting (https://www.memetik.ai/index/ai-outbound) | #6 of 20 | 32% | 2% | ChatGPT, GPT-5.6 Luna, Claude Opus 5, Claude, Claude Fable 5, Gemini, Gemini 3.5 Flash, Sonar Reasoning Pro |

## What the models said

> "Warmly says Warmly, Nooks says Nooks, Saleshandy says Saleshandy, Salesforge says Agent Frank, ZoomInfo says ZoomInfo."
> — Claude Opus 5, AI outbound and prospecting

> "What I would avoid Paying for ZoomInfo/enterprise sales-engagement suites before repeatable messaging exists."
> — ChatGPT, AI outbound and prospecting

> "ZoomInfo’s and Cirrus Insight’s roundups highlight Apollo as a strong fit for SMB/early-stage outbound teams, especially when you want prospecting + sequences in one affordable tool."
> — Sonar Reasoning Pro, AI outbound and prospecting


---

# Zuora: what AI models say (September 2026)

Source: Memetik Index, https://www.memetik.ai/vendors/zuora
Website: https://www.zuora.com

Zuora was named in 9 of 50 AI answers across 1 category. Best position: Subscription billing, 18% answer share, ranked #10, named first in 0%.

## What Zuora is

Zuora is a platform for quote-to-cash and subscription management. It is built for finance teams handling subscriptions, hybrid bundles, complex usage and AI tokens.

It connects quoting, billing, collections, payments and revenue recognition in one system. Teams can meter, bill and recognise revenue for AI and usage events, create pricing and packaging, tailor them by segment and test new models. Zuora also manages upgrades, renewals, payments and lifecycle changes across markets.

(From Zuora's own website, read 2026-09-02.)

## By category

| Category | Rank | Answer share | Named first | Models |
|---|---|---|---|---|
| Subscription billing (https://www.memetik.ai/index/startup-billing) | #10 of 15 | 18% | 0% | GPT-5.6 Sol, Claude Opus 5, Claude, Claude Fable 5, Perplexity |

## What the models said

> "For most startups, Zuora should be considered only when simpler platforms demonstrably cannot handle the requirements."
> — GPT-5.6 Sol, Subscription billing

> "Stripe Billing is a strong choice for SaaS startups, while Zuora leads in enterprise subscription billing."
> — Claude Opus 5, Subscription billing

> "Chargebee wins established mid-market subscription SaaS, Stripe Billing wins simple product-led growth already on Stripe, and Zuora wins large enterprise multi-product setups."
> — Claude Fable 5, Subscription billing