Subcategory · AI Citation Index

Product Analytics

The product analytics category shows strong consensus around established players, with 54 brands recognized but only 12 evaluated—suggesting buyers know the landscape but conduct limited formal comparisons. Mixpanel and Heap dominate shortlists at 60% and 56% respectively, both achieving maximum model diversity (4), indicating they appeal across varied use cases and company profiles. Mid-tier tools like Fullstory (42%) and Hotjar (33%) maintain solid positioning, while PostHog (32%) represents the open-source alternative. The 0% prompt coverage reveals buyers rarely articulate product analytics needs explicitly in initial queries, instead discovering these tools through broader searches for user tracking, conversion optimization, or product intelligence solutions.

177 discovery queries · 241 head-to-heads · refreshed Jul 13, 2026

Discovery stage

The shortlist

Across 177 buyer-style "Product Analytics" queries

0%19%39%58%77%Coverage — share of discovery prompts where the brand surfaces57%68%79%89%100%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Mixpanel
6/6
2Heap
6/6
3Pendo
5/6
4Fullstory
5/6
5Hotjar
4/6
1Mixpanel
5/5
2Heap
5/5
3Pendo
4/5
4Fullstory
3/5
5Hotjar
3/5
1Mixpanel
4/4
2Heap
4/4
3Fullstory
4/4
4Pendo
4/4
5Default
2/4
1Mixpanel
4/4
2Heap
4/4
3Pendo
3/4
4Hotjar
3/4
5Statsig
3/4
1Mixpanel
4/4
2Pendo
4/4
3Hotjar
4/4
4Dovetail
4/4
5Heap
3/4
1Mixpanel
3/3
2Heap
3/3
3Pendo
3/3
4Hotjar
3/3
5Fullstory
2/3
1Mixpanel
3/3
2Heap
3/3
3Fullstory
3/3
4Default
2/3
5Attribution
2/3
1Mixpanel
3/3
2Pendo
3/3
3Heap
2/3
4Statsig
2/3
5Fullstory
2/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · product-analytics

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 6/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand07142128Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 6/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

485 citations captured across Product Analytics prompt runs.

Vendor pages

188

Product, help, and marketing pages from tracked vendors

Independent sources

84

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Product Analytics questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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