Real ChatGPT answer · index seedVglmBVfFHjkcompleteMarketing and advertising · web analyticsinformational

Is it worth paying for Mixpanel data retention add-ons, or can a small marketing team get the exact same cohort insights out of GA4 for free?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth paying for Mixpanel data retention add-ons, or can a small marketing team get the exact same cohort insights out of GA4 for free?
2 real searches · 1 real-search pass
Mixpanel data retention add-on historical data retention pricing cohort analysis retention reports 2026Google ↗
OBSERVEDReason
Google Analytics 4 cohort exploration retention report limitations data retention 14 months BigQuery export cohorts 2026Google ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
Mixpanel data retention add-on historical data retention pricing cohort analysis retention reports 2026 Google ↗
Google Analytics 4 cohort exploration retention report limitations data retention 14 months BigQuery export cohorts 2026 Google ↗
  1. [GA4] Cohort exploration · support.google.com
  2. [GA4] Retention overview report - Computer · support.google.com
  3. [GA4] Explore playbook · support.google.com
  4. Data retention · support.google.com
  5. Get started with Explorations · support.google.com
  6. Mixpanel Pricing: Find Your Plan & Get Started · mixpanel.com
  7. Mixpanel Pricing: Find Your Plan & Get Started · mixpanel.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mixpanel data retention add-on historical data retention pricing cohort analysis retention reports 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Analytics 4 cohort exploration retention report limitations data retention 14 months BigQuery export cohorts 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1