Real ChatGPT answer · index seedeMm2I0EEkGQcompleteMarketing and advertising · web analyticscomparison

Mixpanel or Google Analytics 4 for mobile app retention cohorts because our retention dropped fifty percent overnight and I need to investigate today.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Mixpanel or Google Analytics 4 for mobile app retention cohorts because our retention dropped fifty percent overnight and I need to investigate today.
3 real searches · 1 real-search pass
Mixpanel Google Analytics 4 mobile app retention reporting features documentation changes 2026Google ↗
OBSERVEDOther / navigational
Mixpanel retention report cohorts mobile analytics official documentation retention report breakdowns 2026Google ↗
OBSERVEDReason
Google Analytics 4 retention cohort exploration mobile app official documentation 2026Google ↗
OBSERVEDInstruction

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 (3)
Short factOther / navigational33%ComparisonConsequenceReason33%DefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Mixpanel Google Analytics 4 mobile app retention reporting features documentation changes 2026 Google ↗
Mixpanel retention report cohorts mobile analytics official documentation retention report breakdowns 2026 Google ↗
Google Analytics 4 retention cohort exploration mobile app official documentation 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mixpanel Google Analytics 4 mobile app retention reporting features documentation changes 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Mixpanel retention report cohorts mobile analytics official documentation retention report breakdowns 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Analytics 4 retention cohort exploration mobile app official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1