How do I measure mobile app user engagement retention cohorts effectively using open-source tools instead of expensive paid software?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I measure mobile app user engagement retention cohorts effectively using open-source tools instead of expensive paid software?
1 real search · 1 real-search pass
best open source mobile app product analytics self hosted cohort retention PostHog Matomo Aptabase Countly 2026Google ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
best open source mobile app product analytics self hosted cohort retention PostHog Matomo Aptabase Countly 2026 Google ↗
- posthog.com · posthog.com
- Retention documentation · posthog.com
- Cohorts - Docs · posthog.com
- countly.com · countly.com
- The 7 best mobile app analytics tools · posthog.com
- Self-hosted analytics tools, compared (2026): PostHog, Countly, OpenPanel, Umami, Matomo, Plausible and Mixdive · mixdive.com
- aptabase.com · aptabase.com
- metabase.com · metabase.com
- Product Retention Dashboard in Metabase · metabase.com
- 9 best open source analytics tools for developers and startups · posthog.com