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

A real buyer question from the September 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

Use Mixpanel for this. It’s built for: User behavior analysis Funnels Retention Event-based product analytics Why it fits: Tracks user actions/events in detail Lets you build conversion funnels easily Strong retention/cohort analysis Good for product teams trying to understand how users move through the app If you want, I can also compare it with Amplitude, Google Analytics, or Heap depending on your stack and goals.

Named across its answers: 1. Mixpanel2. Amplitude3. Heap4. PostHog5. Google Analytics

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

Mixpanel is the clear winner here, named in all 9 answers and placed first 6 times, with Amplitude close behind at 9 of 9 mentions but only 3 first-place slots. Pendo holds a top-10 category rank yet got zero mentions on this use-case question, which signals a gap between overall category presence and use-case-specific AI visibility.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

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

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Mixpanel 111111222 9/9 · 6× first · #1.3

Amplitude 222222111 9/9 · 3× first · #1.7

PostHog 33344333 8/9 · never first · #3.3

Heap 4444334 7/9 · never first · #3.7

FullStory 668454 6/9 · never first · #5.5

Hotjar 557566 6/9 · never first · #5.7

Google Analytics 3579 4/9 · never first · #6

LogRocket 965 3/9 · never first · #6.7

Segment 87 2/9 · never first · #7.5

RudderStack 98 2/9 · never first · #8.5

Plausible 6 1/9 · never first · #6

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. Never mentioned here: Pendo, June.so, Umami, Microsoft Clarity, Adobe Analytics.