Quickly help me decide whether we should stick with GA4 or switch to Mixpanel for our SaaS product analytics, considering we urgently need better user retention cohort tracking by tomorrow.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Quickly help me decide whether we should stick with GA4 or switch to Mixpanel for our SaaS product analytics, considering we urgently need better user retention cohort tracking by tomorrow.
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
GA4 cohort exploration retention analysis documentation user retention cohorts limitations 2026 Google ↗
Mixpanel retention report behavioral cohorts documentation SaaS product analytics 2026 Google ↗
- [GA4] Retention overview report - Computer · support.google.com
- [GA4] Cohort exploration · support.google.com
- Cohort analysis in 2026: How to read the chart, choose a platform, and turn retention into growth · mixpanel.com
- Mixpanel: Product Analytics for Mobile, Web & More · mixpanel.com
- What is user retention and how to analyze it · mixpanel.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GA4 cohort exploration retention analysis documentation user retention cohorts limitations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Mixpanel retention report behavioral cohorts documentation SaaS product analytics 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |