July 2026 snapshot · 72 AI answers Contested

Product Analytics: AI Visibility Ranking

Tools for understanding user behavior, funnels, retention, and feature adoption. Right now, Mixpanel is the brand AI assistants recommend most, with a Visibility Score of 83 and the #1 spot in 29% of answers. Head-to-head: Mixpanel vs PostHog →

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

Three brands own the category; two are barely present.

Mixpanel, PostHog, and Amplitude cluster tightly at the top, each mentioned in 87% or more of answers and trading the first-pick spot among themselves, with Amplitude actually leading on first picks at 36%. Below that tier, Heap and FullStory fall off a cliff, scoring 37 and 25 respectively and never earning a first recommendation across all 72 answers. The interesting subplot is model disagreement: ChatGPT favors Amplitude while Claude and Gemini both lean toward Mixpanel or PostHog, meaning a brand's visibility depends partly on which AI a buyer happens to use.

AI-generated analysis of the July 2026 measurements.

#	Brand	Visibility Score	Mention rate	Avg. position	#1 pick rate	Models
1	Mixpanel	83 ±3.8	94%	2	29%	ChatGPT #3 Claude #1 Gemini #2
2	PostHog	81 ±2.9	97%	3	35%	ChatGPT #2 Claude #2 Gemini #1
3	Amplitude	75 ±3	88%	2	36%	ChatGPT #1 Claude #3 Gemini #3
4	Heap	37 ±4.5	57%	5	0%	ChatGPT #4 Claude #4 Gemini #7
5	FullStory	25 ±3.7	39%	5	0%	ChatGPT #7 Claude #5 Gemini #5
6	Plausible	16 ±2.8	25%	5	0%	ChatGPT #5 Claude #7 Gemini #12
7	Google Analytics	14 ±4.5	32%	7	0%	ChatGPT #8 Claude #6 Gemini #14
8	LogRocket	14 ±2.7	24%	5	0%	ChatGPT #11 Claude #11 Gemini #6
9	Segment	13 ±4.2	29%	7	0%	ChatGPT #12 Claude #9 Gemini #8
10	Hotjar	10 ±4.6	19%	6	0%	ChatGPT #13 Claude #8 Gemini #10
11	RudderStack	9 ±3.3	21%	7	0%	ChatGPT #9 Claude #12 Gemini #9
12	June.so	9 ±1.9	11%	3	0%	ChatGPT Claude Gemini #4
13	Snowflake	8 ±3.2	17%	6	0%	ChatGPT #6 Claude #13 Gemini
14	Adobe Analytics	7 ±2.3	11%	5	0%	ChatGPT #10 Claude Gemini #11
15	Umami	6 ±1.4	10%	4	0%	ChatGPT #14 Claude #10 Gemini #13

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: Pendo (6.3), Microsoft Clarity (6.3), Hex (5.1), BigQuery (4.6), Mode (4.2). 51 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 17/100: 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.