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OpenPanel

What ChatGPT, Claude, Gemini & Grok actually say · August 2026

The verdict

OpenPanel appears in 1 AI-ranked category — best position #3 for open-source product analytics for self-hosting.

GPT #1Claude Gemini Grok #2

Best self-hosting balance: full AGPL product, straightforward Docker deployment, ClickHouse scale, funnels, retention, profiles, revenue, dashboards, A/B testing, and broad web, mobile, and server SDKs without artificial self-hosted feature limits

Grok Clean Mixpanel-style product analytics (funnels, retention, cohorts, user profiles, events) plus web metrics in a single lightweight Docker Compose deploy; AGPL, cookieless by default, self-hosted features identical to cloud, low ops overhead for teams that want ownership without PostHog complexity

Where OpenPanel falls short, per the models

  • GPT Smaller and less battle-tested ecosystem than the leaders; not the safest choice for very large or highly regulated enterprises needing mature support
  • Grok Newer project with smaller community and ecosystem than PostHog; lacks built-in feature flags/experiments

Poll history — On this board 2 of 2 polls since Aug 3 · now #2

#3#2

Top alternatives per the models: PostHog · Countly · OpenReplay · Matomo

Head-to-head — how the models call it

Watch OpenPanel

Boards re-poll weekly and the models change their minds. One short email only when OpenPanel's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.

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OpenPanel ranks #3 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.

OpenPanel — ranked #3 for Best open-source product analytics for self-hosting by AI models on ModelsAgree
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Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology