Real ChatGPT answer · index seedNZR5fxqwyvscompleteMarketing and advertising · web analyticscommercial

Which analytics platforms make interpreting cohort retention charts correctly the easiest for someone who isn't a data scientist?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Which analytics platforms make interpreting cohort retention charts correctly the easiest for someone who isn't a data scientist?
2 real searches · 1 real-search pass
best product analytics platforms cohort retention charts ease of use Amplitude Mixpanel PostHog Heap June 2026Google ↗
OBSERVEDComparison
official documentation cohort retention charts Amplitude Mixpanel PostHog Heap retention analysisGoogle ↗
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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best product analytics platforms cohort retention charts ease of use Amplitude Mixpanel PostHog Heap June 2026 Google ↗
official documentation cohort retention charts Amplitude Mixpanel PostHog Heap retention analysis Google ↗
  1. Mixpanel · mixpanel.com
  2. Amplitude · amplitude.com
  3. PostHog · posthog.com
  4. Heap · heap.io
  5. Google Analytics · analytics.google.com
  6. Interpret your retention analysis · amplitude.com
  7. Retention - Docs · posthog.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best product analytics platforms cohort retention charts ease of use Amplitude Mixpanel PostHog Heap June 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official documentation cohort retention charts Amplitude Mixpanel PostHog Heap retention analysis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1