Use-case fit · Prompt 2 of 8 · July 2026

A real buyer question from the July 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“We want to understand user behavior, funnels, and retention in our app. What should we use?”

ChatGPT answered 3× this snapshot

…great if you want funnels, retention, and user behavior without building much. Mixpanel – very strong for event-based tracking, funnels, retention cohorts, and user segmentation. Good balance of power + usability. Amplitude – similar to Mixpanel but a bit more enterprise-y; excellent for deep behavioral analysis and lifecycle tracking. PostHog – great if you want open-source or self-hosted options; includes…

Named across its answers: 1. Mixpanel2. Amplitude3. PostHog4. BigQuery5. Snowflake

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Mixpanel dominates this question with a perfect 9 of 9 mention rate and a 1.2 average position, making it the default first answer when AI models address user behavior, funnels, and retention. Amplitude matches Mixpanel's mention rate but trails on lead recommendations, meaning buyers see both but Mixpanel consistently frames the conversation.

AI-generated read of the July 2026 measurements.

Who wins this question

Owned Consensus

All three models name Mixpanel, Amplitude and PostHog on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Mixpanel 121111121 9/9 · 7× first · #1.2

Amplitude 212222212 9/9 · 2× first · #1.8

PostHog 533333333 9/9 · never first · #3.2

FullStory 4596544 7/9 · never first · #5.3

Hotjar 68566 5/9 · never first · #6.2

Google Analytics 911657 5/9 · never first · #7.6

Heap 4444 4/9 · never first · #4

LogRocket 5655 4/9 · never first · #5.3

Segment 71077 4/9 · never first · #7.8

BigQuery 35 2/9 · never first · #4

Snowflake 44 2/9 · never first · #4

Hex 69 2/9 · never first · #7.5

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 22 brands named at least once. Never mentioned here: June.so, Adobe Analytics, Umami.