What AI assistants actually recommend when buyers ask about open-source chatbot builders — measured weekly across 5 engines, published as open data.
Updated 2026-08-02 · 77 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 77 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (21 answers)
Across 77 sampled AI answers from 5 engines, Rasa is recommended most often — appearing in 79.2% of recommendations, followed by Botpress (67.5%) and Chatwoot (45.5%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Rasa rasa.com Best for: AI recommends Rasa most when buyers ask “best open-source chatbot builder I can self-host for customer support automation” (100% of those answers) | 79.2% 95% CI 68.9–86.8% 61 mentions · avg pos 3.3 first pick 44.3% | — | GROK 85.7%GEMINI 82.1%CHATGPT 71.4%CLAUDE 57.1%PERPLEXITY 82.1% | Claim |
| 2 | Botpress botpress.com Best for: AI recommends Botpress most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (100% of those answers) | 67.5% 95% CI 56.5–76.9% 52 mentions · avg pos 4.7 first pick 1.9% | — | GROK 85.7%GEMINI 78.6%CHATGPT 71.4%CLAUDE 57.1%PERPLEXITY 53.6% | Claim |
| 3 | Chatwoot chatwoot.com Best for: AI recommends Chatwoot most when buyers ask “best open-source chatbot builder I can self-host for customer support automation” (92.3% of those answers) | 45.5% 95% CI 34.8–56.5% 35 mentions · avg pos 5.8 first pick 25.7% | — | GROK 42.9%GEMINI 42.9%CHATGPT 14.3%CLAUDE 57.1%PERPLEXITY 53.6% | Claim |
| 4 | LibreChat Best for: AI recommends LibreChat most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (92.3% of those answers) | 45.5% 95% CI 34.8–56.5% 35 mentions · avg pos 6.3 first pick 2.9% | — | GROK 57.1%GEMINI 67.9%CHATGPT 14.3%CLAUDE 57.1%PERPLEXITY 25% | Claim |
| 5 | Docker docker.com Best for: AI recommends Docker most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (100% of those answers) | 45.5% 95% CI 34.8–56.5% 35 mentions · avg pos 6.3 first pick 11.4% | — | GROK 100%GEMINI 60.7%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 25% | Claim |
| 6 | Ollama ollama.com Best for: AI recommends Ollama most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (46.2% of those answers) | 33.8% 95% CI 24.2–44.9% 26 mentions · avg pos 7.6 first pick 19.2% | — | GROK 100%GEMINI 14.3%CHATGPT 85.7%CLAUDE 57.1%PERPLEXITY 17.9% | Claim |
| 7 | Open WebUI Best for: AI recommends Open WebUI most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (84.6% of those answers) | 32.5% 95% CI 23.1–43.5% 25 mentions · avg pos 9.5 first pick 8% | — | GROK 85.7%GEMINI 25%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 25% | Claim |
| 8 | Flowise Best for: AI recommends Flowise most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (84.6% of those answers) | 29.9% 95% CI 20.8–40.8% 23 mentions · avg pos 8.8 first pick 0% | — | GROK 28.6%GEMINI 21.4%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 39.3% | Claim |
| 9 | Kubernetes kubernetes.io Best for: AI recommends Kubernetes most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (92.3% of those answers) | 28.6% 95% CI 19.7–39.5% 22 mentions · avg pos 16.1 first pick 9.1% | — | GROK 71.4%GEMINI 21.4%CHATGPT 71.4%CLAUDE 14.3%PERPLEXITY 17.9% | Claim |
| 10 | Slack slack.com Best for: AI recommends Slack most when buyers ask “best self-hosted conversational AI platform for building multi-channel chatbots” (61.5% of those answers) | 27.3% 95% CI 18.6–38.1% 21 mentions · avg pos 8.1 first pick 14.3% | — | GROK 42.9%GEMINI 21.4%CHATGPT 71.4%PERPLEXITY 25% | Claim |
| 11 | Microsoft Bot Framework dev.botframework.com Best for: AI recommends Microsoft Bot Framework most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (76.9% of those answers) | 26% 95% CI 17.5–36.7% 20 mentions · avg pos 7.5 first pick 5% | — | GROK 14.3%GEMINI 42.9%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 12 | Typebot Best for: AI recommends Typebot most when buyers ask “best open-source chatbot builder I can self-host for customer support automation” (61.5% of those answers) | 26% 95% CI 17.5–36.7% 20 mentions · avg pos 11.3 first pick 0% | — | GROK 28.6%GEMINI 25%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 25% | Claim |
| 13 | Tock Best for: AI recommends Tock most when buyers ask “what open-source bot framework should I use to build a customer-facing AI assistant without sending conversations to third parties” (46.2% of those answers) | 24.7% 95% CI 16.4–35.4% 19 mentions · avg pos 4.6 first pick 0% | — | GROK 14.3%GEMINI 42.9%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 14 | LangChain langchain.com Best for: AI recommends LangChain most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (46.2% of those answers) | 23.4% 95% CI 15.3–34% 18 mentions · avg pos 9.7 first pick 0% | — | GROK 57.1%GEMINI 14.3%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 21.4% | Claim |
| 15 | Intercom intercom.com Best for: AI recommends Intercom most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (53.8% of those answers) | 23.4% 95% CI 15.3–34% 18 mentions · avg pos 11.8 first pick 16.7% | — | GROK 14.3%GEMINI 25%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 17.9% | Claim |
| 16 | Zendesk zendesk.com Best for: AI recommends Zendesk most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (76.9% of those answers) | 23.4% 95% CI 15.3–34% 18 mentions · avg pos 13.8 first pick 11.1% | — | GROK 28.6%GEMINI 17.9%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 21.4% | Claim |
| 17 | AnythingLLM Best for: AI recommends AnythingLLM most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (38.5% of those answers) | 20.8% 95% CI 13.2–31.1% 16 mentions · avg pos 7.1 first pick 0% | — | GROK 57.1%GEMINI 32.1%CLAUDE 14.3%PERPLEXITY 7.1% | Claim |
| 18 | Llama Best for: AI recommends Llama most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (38.5% of those answers) | 20.8% 95% CI 13.2–31.1% 16 mentions · avg pos 8.2 first pick 18.8% | — | GROK 42.9%GEMINI 10.7%CHATGPT 71.4%CLAUDE 28.6%PERPLEXITY 10.7% | Claim |
| 19 | PostgreSQL postgresql.org Best for: AI recommends PostgreSQL most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (46.2% of those answers) | 20.8% 95% CI 13.2–31.1% 16 mentions · avg pos 17.3 first pick 0% | — | GROK 28.6%GEMINI 21.4%CHATGPT 85.7%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 20 | Mistral mistral.ai Best for: AI recommends Mistral most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (38.5% of those answers) | 18.2% 95% CI 11.2–28.2% 14 mentions · avg pos 9 first pick 14.3% | — | GROK 42.9%GEMINI 7.1%CHATGPT 57.1%CLAUDE 28.6%PERPLEXITY 10.7% | Claim |
| 21 | vLLM Best for: AI recommends vLLM most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (38.5% of those answers) | 16.9% 95% CI 10.1–26.8% 13 mentions · avg pos 11.2 first pick 15.4% | — | GROK 42.9%CHATGPT 85.7%CLAUDE 28.6%PERPLEXITY 7.1% | Claim |
| 22 | Salesforce Best for: AI recommends Salesforce most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (92.3% of those answers) | 15.6% 95% CI 9.1–25.3% 12 mentions · avg pos 11.4 first pick 0% | — | GROK 14.3%GEMINI 14.3%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 23 | Make make.com Best for: AI recommends Make most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (38.5% of those answers) | 15.6% 95% CI 9.1–25.3% 12 mentions · avg pos 17 first pick 0% | — | GROK 14.3%GEMINI 21.4%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 3.6% | Claim |
| 24 | HubSpot CRM hubspot.com Best for: AI recommends HubSpot CRM most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (92.3% of those answers) | 15.6% 95% CI 9.1–25.3% 12 mentions first pick 0% | — | GROK 28.6%GEMINI 14.3%CHATGPT 28.6%PERPLEXITY 14.3% | Claim |
| 25 | OpenAssistantGPT openassistantgpt.io Best for: AI recommends OpenAssistantGPT most when buyers ask “best open-source chatbot builder I can self-host for customer support automation” (53.8% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 5.7 first pick 9.1% | — | GROK 42.9%GEMINI 7.1%PERPLEXITY 21.4% | Claim |
| 26 | DeepPavlov Best for: AI recommends DeepPavlov most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (46.2% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 7.2 first pick 0% | — | GROK 14.3%GEMINI 28.6%PERPLEXITY 7.1% | Claim |
| 27 | Dify Best for: AI recommends Dify most when buyers ask “best self-hosted conversational AI platform for building multi-channel chatbots” (46.2% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 8 first pick 0% | — | GROK 42.9%GEMINI 7.1%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 28 | pgvector Best for: AI recommends pgvector most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (30.8% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 15.2 first pick 0% | — | GROK 42.9%GEMINI 3.6%CHATGPT 71.4%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 29 | Weaviate weaviate.io Best for: AI recommends Weaviate most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (30.8% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 16.2 first pick 0% | — | GROK 42.9%CHATGPT 71.4%CLAUDE 14.3%PERPLEXITY 7.1% | Claim |
| 30 | Qdrant qdrant.tech Best for: AI recommends Qdrant most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (30.8% of those answers) | 14.3% 95% CI 8.2–23.8% 11 mentions · avg pos 20.9 first pick 0% | — | GROK 28.6%CHATGPT 85.7%CLAUDE 28.6%PERPLEXITY 3.6% | Claim |
| 31 | Qwen Best for: AI recommends Qwen most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (30.8% of those answers) | 11.7% 95% CI 6.3–20.7% 9 mentions · avg pos 9.8 first pick 11.1% | — | GROK 28.6%CHATGPT 57.1%CLAUDE 28.6%PERPLEXITY 3.6% | Claim |
| 32 | Jan Best for: AI recommends Jan most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (69.2% of those answers) | 11.7% 95% CI 6.3–20.7% 9 mentions · avg pos 11.7 first pick 0% | — | GROK 14.3%GEMINI 10.7%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 33 | eesel AI eesel.ai Best for: AI recommends eesel AI most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (53.8% of those answers) | 10.4% 95% CI 5.4–19.2% 8 mentions · avg pos 9.3 first pick 0% | — | GROK 28.6%CHATGPT 14.3%PERPLEXITY 17.9% | Claim |
| 34 | LangGraph Best for: AI recommends LangGraph most when buyers ask “best self-hosted conversational AI platform for building multi-channel chatbots” (30.8% of those answers) | 10.4% 95% CI 5.4–19.2% 8 mentions · avg pos 12 first pick 0% | — | GROK 14.3%GEMINI 7.1%CHATGPT 28.6%PERPLEXITY 10.7% | Claim |
| 35 | Botkit botkit.ai Best for: AI recommends Botkit most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (30.8% of those answers) | 9.1% 95% CI 4.5–17.6% 7 mentions · avg pos 8.4 first pick 0% | — | GROK 14.3%GEMINI 10.7%PERPLEXITY 10.7% | Claim |
| 36 | Zapier AI zapier.com Best for: AI recommends Zapier AI most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (53.8% of those answers) | 9.1% 95% CI 4.5–17.6% 7 mentions · avg pos 12.6 first pick 0% | — | GROK 14.3%GEMINI 10.7%PERPLEXITY 10.7% | Claim |
| 37 | n8n n8n.io | 9.1% 95% CI 4.5–17.6% 7 mentions · avg pos 21.3 first pick 0% | — | GROK 14.3%GEMINI 3.6%CHATGPT 42.9%PERPLEXITY 7.1% | Claim |
| 38 | GPT4All Best for: AI recommends GPT4All most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (46.2% of those answers) | 7.8% 95% CI 3.6–16% 6 mentions · avg pos 8 first pick 0% | — | GROK 14.3%GEMINI 3.6%PERPLEXITY 14.3% | Claim |
| 39 | Unique unique.ai Best for: AI recommends Unique most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (30.8% of those answers) | 7.8% 95% CI 3.6–16% 6 mentions · avg pos 14 first pick 0% | — | GROK 14.3%GEMINI 17.9% | Claim |
| 40 | Fastio fast.io Best for: AI recommends Fastio most when buyers ask “best self-hosted conversational AI platform for building multi-channel chatbots” (46.2% of those answers) | 7.8% 95% CI 3.6–16% 6 mentions first pick 0% | — | PERPLEXITY 21.4% | Claim |
| 41 | React react.dev | 6.5% 95% CI 2.8–14.3% 5 mentions · avg pos 9.8 first pick 0% | — | GROK 28.6%GEMINI 7.1%CHATGPT 14.3% | Claim |
| 42 | Milvus milvus.io Best for: AI recommends Milvus most when buyers ask “self-hosted chatbot for a fintech app that needs to keep conversation data on-premise” (30.8% of those answers) | 6.5% 95% CI 2.8–14.3% 5 mentions · avg pos 17 first pick 0% | — | GROK 14.3%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 43 | Prometheus prometheus.io | 6.5% 95% CI 2.8–14.3% 5 mentions · avg pos 47.2 first pick 0% | — | GROK 28.6%CHATGPT 42.9% | Claim |
| 44 | Boei boei.help Best for: AI recommends Boei most when buyers ask “best open-source chatbot builder I can self-host for customer support automation” (30.8% of those answers) | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 4 first pick 0% | — | GROK 14.3%PERPLEXITY 10.7% | Claim |
| 45 | Ethora | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 9 first pick 0% | — | GROK 14.3%GEMINI 3.6%PERPLEXITY 7.1% | Claim |
| 46 | Zoho zoho.com Best for: AI recommends Zoho most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (30.8% of those answers) | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 9.3 first pick 0% | — | GEMINI 10.7%CLAUDE 14.3% | Claim |
| 47 | Wit.ai wit.ai | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 10.3 first pick 0% | — | GEMINI 10.7%PERPLEXITY 3.6% | Claim |
| 48 | Apache Hop apache.org | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 12 first pick 0% | — | GROK 42.9%CLAUDE 14.3% | Claim |
| 49 | Onyx onyx.app | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 16.3 first pick 0% | — | GROK 14.3%GEMINI 7.1%PERPLEXITY 3.6% | Claim |
| 50 | Redis redis.io | 5.2% 95% CI 2–12.6% 4 mentions · avg pos 22 first pick 0% | — | GROK 14.3%GEMINI 7.1%CHATGPT 14.3% | Claim |
| 51 | Strapi strapi.io Best for: AI recommends Strapi most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (38.5% of those answers) | 5.2% 95% CI 2–12.6% 4 mentions first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 52 | Budibase budibase.com Best for: AI recommends Budibase most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (38.5% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 5 first pick 0% | — | GROK 14.3%PERPLEXITY 7.1% | Claim |
| 53 | OpenDialog opendialog.ai | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 8.3 first pick 0% | — | GEMINI 3.6%CHATGPT 28.6% | Claim |
| 54 | Hexabot | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 9 first pick 0% | — | GROK 14.3%PERPLEXITY 7.1% | Claim |
| 55 | Haystack | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 10 first pick 0% | — | GROK 14.3%GEMINI 3.6%CLAUDE 14.3% | Claim |
| 56 | Voiceflow voiceflow.com Best for: AI recommends Voiceflow most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (38.5% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 11 first pick 0% | — | GROK 28.6%GEMINI 3.6% | Claim |
| 57 | OpenAlternative openalternative.co Best for: AI recommends OpenAlternative most when buyers ask “open-source chatbot alternatives to expensive hosted AI chat and bot platforms” (30.8% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 19 first pick 0% | — | CHATGPT 28.6%PERPLEXITY 3.6% | Claim |
| 58 | Freshdesk freshdesk.com Best for: AI recommends Freshdesk most when buyers ask “how do I deploy a self-hosted chatbot that integrates with my CRM and support tools” (38.5% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 19.7 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 59 | Chatbase | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 21.3 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3%PERPLEXITY 3.6% | Claim |
| 60 | Landbot landbot.io Best for: AI recommends Landbot most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (53.8% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 26 first pick 0% | — | GROK 14.3%GEMINI 7.1% | Claim |
| 61 | ManyChat manychat.com Best for: AI recommends ManyChat most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (61.5% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 26.5 first pick 0% | — | GROK 14.3%GEMINI 7.1% | Claim |
| 62 | Tidio AI tidio.com Best for: AI recommends Tidio AI most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (46.2% of those answers) | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 28.7 first pick 0% | — | GROK 14.3%GEMINI 7.1% | Claim |
| 63 | ServiceNow servicenow.com | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 30.3 first pick 0% | — | GROK 14.3%CHATGPT 14.3%PERPLEXITY 3.6% | Claim |
| 64 | FastAPI fastapi.tiangolo.com | 3.9% 95% CI 1.3–10.8% 3 mentions · avg pos 37 first pick 0% | — | GROK 14.3%CHATGPT 28.6% | Claim |
| 65 | Phi-4 | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 1 first pick 50% | — | GROK 14.3%CLAUDE 14.3% | Claim |
| 66 | Llama 4 | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 2 first pick 0% | — | GROK 28.6% | Claim |
| 67 | UI Bakery On-Premise self-hosted chat docs.uibakery.io | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 68 | DigitalOcean digitalocean.com | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 3 first pick 0% | — | GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 69 | Tock Studio doc.tock.ai | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 3 first pick 0% | — | GEMINI 7.1% | Claim |
| 70 | LobeChat | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 3.5 first pick 0% | — | GROK 14.3%CLAUDE 14.3% | Claim |
| 71 | Llama 3.1 | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 4 first pick 50% | — | GROK 14.3%CLAUDE 14.3% | Claim |
| 72 | DeepSeek deepseek.com | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 4.5 first pick 0% | — | GROK 28.6% | Claim |
| 73 | LocalAI | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 5.5 first pick 50% | — | GROK 28.6% | Claim |
| 74 | OpenClaw | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 6.5 first pick 0% | — | GEMINI 7.1% | Claim |
| 75 | Pinecone pinecone.io | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 6.5 first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 76 | Chroma trychroma.com | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 9.5 first pick 0% | — | GROK 28.6% | Claim |
| 77 | Claudia Bot Builder | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 7.1% | Claim |
| 78 | Golem | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 11.5 first pick 0% | — | GEMINI 7.1% | Claim |
| 79 | Integromat integromat.com | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 21 first pick 0% | — | GEMINI 7.1% | Claim |
| 80 | PrivateGPT | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 32 first pick 0% | — | GROK 14.3%PERPLEXITY 3.6% | Claim |
| 81 | NGINX nginx.org | 2.6% 95% CI 0.7–9% 2 mentions · avg pos 55.5 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3% | Claim |
| 82 | Chat Fuel chatfuel.com Best for: AI recommends Chat Fuel most when buyers ask “open-source self-hosted chatbot builders for developers vs no-code bot builders for marketers — which to choose” (38.5% of those answers) | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | GROK 14.3%GEMINI 3.6% | Claim |
| 83 | DataCamp datacamp.com | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 84 | F6S f6s.com | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 85 | FlowiseAI flowiseai.com | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 86 | Pieces for Developers pieces.app | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 87 | SourceForge sourceforge.net | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 88 | ThinkAutomation thinkautomation.com | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 89 | getagent.chat getagent.chat | 2.6% 95% CI 0.7–9% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 90 | UI Bakery On-Premise uibakery.io | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 91 | Instaclustr instaclustr.com | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 3 first pick 0% | — | GROK 14.3% | Claim |
| 92 | Microsoft microsoft.com | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 3.6% | Claim |
| 93 | H2oGPT | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 7 first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 94 | Phi-3 | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 7 first pick 0% | — | GROK 14.3% | Claim |
| 95 | BotMan | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 3.6% | Claim |
| 96 | Bottender bottender.js.org | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 9 first pick 0% | — | GEMINI 3.6% | Claim |
| 97 | Pipedrive pipedrive.com | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 9 first pick 0% | — | CLAUDE 14.3% | Claim |
| 98 | TGI | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 9 first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 99 | Llama 2 | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 10 first pick 0% | — | GEMINI 3.6% | Claim |
| 100 | MySQL mysql.com | 1.3% 95% CI 0.2–7% 1 mentions · avg pos 10 first pick 0% | — | GEMINI 3.6% | Claim |
Reading the numbers: Share is a point estimate on 77 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
What AI recommends in adjacent categories — same method, fresh weekly.
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