September 2026 snapshot · 72 AI answers Contested

Product Analytics: AI Visibility Ranking

Tools for understanding user behavior, funnels, retention, and feature adoption. Right now, PostHog is the brand AI assistants recommend most, with a Visibility Score of 84 and the #1 spot in 39% of answers. Head-to-head: PostHog vs Mixpanel →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

PostHog and Mixpanel are effectively tied at the top.

PostHog and Mixpanel sit within 1 point of each other, and neither has pulled away enough to call this settled. Claude is the interesting fault line: it scores Mixpanel at 90.8 versus PostHog at 81.7, while Gemini flips that preference hard in PostHog's favor at 87.5 against 77.1. Amplitude hangs in at 82% mention rate but rarely gets picked first, and Heap and FullStory are largely absent from the conversation that actually shapes buyer decisions.

AI-generated analysis of the September 2026 measurements.

#	Brand	Visibility Score	Trend (3 mo)	Mention rate	Avg. position	#1 pick rate	Models
1	PostHog	84 ±3	▲ 6	97%	2.4	39%	ChatGPT #1 Claude #2 Gemini #1
2	Mixpanel	83 ±1.2	▲ 3	92%	2.0	31%	ChatGPT #2 Claude #1 Gemini #2
3	Amplitude	72 ±3.4	▼ 5	82%	2.2	31%	ChatGPT #3 Claude #3 Gemini #3
4	Heap	37 ±5.1	flat	53%	4.0	0%	ChatGPT #4 Claude #4 Gemini #9
5	FullStory	22 ±2.9	▼ 5	36%	4.8	0%	ChatGPT #5 Claude #5 Gemini #5
6	Hotjar	14 ±5.2	flat	22%	4.9	0%	ChatGPT #9 Claude #6 Gemini #7
7	Plausible	13 ±2.4	flat	17%	3.4	0%	ChatGPT #7 Claude #7 Gemini #11
8	LogRocket	11 ±3	▼ 6	17%	4.5	0%	ChatGPT #13 Claude #10 Gemini #6
9	Pendo	11 ±3.3	flat	19%	5.5	0%	ChatGPT #6 Claude #8 Gemini #15
10	June.so	10 ±2.6	flat	15%	4.3	0%	ChatGPT Claude #15 Gemini #4
11	Google Analytics	10 ±4.6	flat	19%	5.8	0%	ChatGPT #8 Claude #9 Gemini #13
12	Umami	8 ±2.1	flat	11%	3.6	0%	ChatGPT #10 Claude #13 Gemini #10
13	Microsoft Clarity	7 ±3.8	flat	14%	6.0	0%	ChatGPT #12 Claude #12 Gemini #12
14	Segment	7 ±3.3	▼ 7	15%	6.5	0%	ChatGPT Claude #14 Gemini #8
15	Adobe Analytics	7 ±3.4	flat	10%	4.1	0%	ChatGPT #11 Claude #11 Gemini #14

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Matomo (4.9), BigQuery (3.8), Contentsquare (3.6), RudderStack (3.2), Snowplow (2.9). 52 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 16/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Product Analytics head-to-head → · Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.