Rybbit
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Rybbit appears in 1 AI-ranked category.
Excellent modern web-product stack with easy deployment, ClickHouse performance, funnels, retention, journeys, identified-user profiles, replay, error tracking, Web Vitals, raw SQL, and strong privacy defaults
Where Rybbit falls short, per the models
- GPT Its younger ecosystem and mainly web/Node-oriented instrumentation make it less suitable than OpenPanel or PostHog for mature native-mobile and polyglot products
Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest
#7 → –
Top alternatives per the models: PostHog · Countly · OpenPanel · OpenReplay
Watch Rybbit
Boards re-poll weekly and the models change their minds. One short email only when Rybbit's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
Rybbit ranks #6 for best open-source product analytics for self-hosting by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-open-source-product-analytics-for-self-hosting?utm_source=badge&utm_medium=embed&utm_campaign=badge-rybbit)<a href="https://modelsagree.com/best/best-open-source-product-analytics-for-self-hosting?utm_source=badge&utm_medium=embed&utm_campaign=badge-rybbit"><img src="https://modelsagree.com/badge/rybbit.svg" alt="Rybbit — ranked #6 for Best open-source product analytics for self-hosting by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology