Real ChatGPT answer · index seedQcXZMhdx6vAcompleteMarketing and advertising · web analyticshowto

We need to cut software subscription costs, so what are the most reliable open-source alternatives to Mixpanel for product analytics?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to cut software subscription costs, so what are the most reliable open-source alternatives to Mixpanel for product analytics?
4 real searches · 1 real-search pass
best open source product analytics alternatives to Mixpanel PostHog Matomo Countly Umami 2026 self hosted featuresGoogle ↗
OBSERVEDComparison
PostHog open source license self-hosted product analytics funnels retention cohorts documentationGoogle ↗
OBSERVEDReason
Countly Community Edition open source product analytics license self-hosted featuresGoogle ↗
OBSERVEDOther / navigational
Matomo open source product analytics events funnels cohorts self hosted licenseGoogle ↗
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 (4)
Short factOther / navigational25%Comparison50%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best open source product analytics alternatives to Mixpanel PostHog Matomo Countly Umami 2026 self hosted features Google ↗
PostHog open source license self-hosted product analytics funnels retention cohorts documentation Google ↗
Countly Community Edition open source product analytics license self-hosted features Google ↗
Matomo open source product analytics events funnels cohorts self hosted license Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best open source product analytics alternatives to Mixpanel PostHog Matomo Countly Umami 2026 self hosted features
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
PostHog open source license self-hosted product analytics funnels retention cohorts documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Countly Community Edition open source product analytics license self-hosted features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Matomo open source product analytics events funnels cohorts self hosted license
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1