Top 20 product analytics software by AI search visibility (2026)
Analytics platforms used by product teams to track user behavior, measure feature adoption, analyze funnels, and improve retention and engagement. Ranked by a composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 05, 2026At a glance
What we observed in this categoryauto-generated
PostHog and Mixpanel share the highest visibility score in the product analytics software category at 87.5%, well above the 24.4% category average, yet their composite scores diverge — 65.0 vs 61.2. This gap is entirely explained by citation: PostHog earns a 12.5% citation rate while Mixpanel sits at 0.0%. For a category where the average citation rate is just 3.1%, PostHog's ability to be both named and linked represents a meaningful structural advantage over an otherwise equally visible competitor.
The visibility-versus-citation divergence is most striking at rank 3: Pendo holds a 25.0% citation rate — the highest in the dataset — despite having lower visibility (75.0%) than both PostHog and Mixpanel. This means AI Overviews treat Pendo's domain as a trusted reference source more often than they treat it as a recommended brand. Amplitude, by contrast, matches Pendo's 75.0% visibility but records 0.0% citations, suggesting it is named in overviews but its own domain is never used as a source anchor.
Google AI Overviews is the dominant engine across all ten ranked brands with no exceptions, indicating this category's AI visibility landscape is effectively a single-engine contest. The top cited external sources — visionlabs.com, reddit.com, g2.com, and pendo.io itself — suggest AI is anchoring heavily on third-party review and community platforms rather than vendor content. The presence of reddit.com and g2.com as citation sources signals that peer discussion and structured review data are the primary credibility signals Google's AI draws on when constructing overviews in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
PostHog 0% → 88% · rank #0 → #1+88pp
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Mixpanel 0% → 88% · rank #0 → #2+88pp
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Pendo 0% → 75% · rank #0 → #3+75pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
posthog.com
|
88% | 12% | Google AI Overviews |
PostHog leads with 87.5% visibility and a 12.5% citation rate, the only top-two brand to secure citations, giving it a composite score 3.8 points clear of Mixpanel. |
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| 2 |
mixpanel.com
|
88% | 0% | Google AI Overviews |
Mixpanel matches PostHog's 87.5% visibility exactly but records 0.0% citations, meaning it appears in AI narratives without ever being used as a sourced reference. |
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| 3 |
pendo.io
|
75% | 25% | Google AI Overviews |
Pendo holds the category's highest citation rate at 25.0% despite ranking third on visibility, and its domain appears directly in the top cited sources list. |
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| 4 |
fullstory.com
|
75% | 12% | Google AI Overviews |
FullStory sits 12.5 percentage points below the top two on visibility at 75.0% and earns a modest 12.5% citation rate, placing it fourth with a composite score of 56.2. |
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| 5 |
amplitude.com
|
75% | 0% | Google AI Overviews |
Amplitude matches FullStory and Pendo on visibility at 75.0% but records zero citations, producing the lowest composite score among the 75%-visibility tier at 52.5. |
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| 6 |
heap.io
|
62% | 0% | Google AI Overviews |
| 7 |
hotjar.com
|
12% | 0% | Google AI Overviews |
| 8 |
quantummetric.com
|
12% | 0% | Google AI Overviews |
| 9 |
countly.com
|
0% | 12% | Google AI Overviews |
| 10 |
contentsquare.com
|
0% | 0% | Google AI Overviews |
| 11 |
indicative.com
|
0% | 0% | Google AI Overviews |
| 12 |
june.so
|
0% | 0% | Google AI Overviews |
| 13 |
glassbox.com
|
0% | 0% | Google AI Overviews |
| 14 |
kissmetrics.io
|
0% | 0% | Google AI Overviews |
| 15 |
userpilot.com
|
0% | 0% | Google AI Overviews |
| 16 |
moengage.com
|
0% | 0% | Google AI Overviews |
| 17 |
woopra.com
|
0% | 0% | Google AI Overviews |
| 18 |
logrocket.com
|
0% | 0% | Google AI Overviews |
| 19 |
smartlook.com
|
0% | 0% | Google AI Overviews |
| 20 |
uxcam.com
|
0% | 0% | Google AI Overviews |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on product analytics software, these are the domains Google AI Overviews cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own product analytics software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about product analytics software AI visibility
Who leads AI visibility in product analytics software?
PostHog and Mixpanel are joint leaders on visibility at 87.5%, both far above the 24.4% category average. PostHog holds the higher composite score of 65.0 due to its additional 12.5% citation rate.
Which product analytics brand is cited most often by AI Overviews?
Pendo has the highest citation rate in the category at 25.0%, and its domain pendo.io appears directly in the list of top cited sources used by AI Overviews.
What sources does AI cite most for product analytics software research?
The top cited sources include visionlabs.com, reddit.com, g2.com, pendo.io, and posthog.com, indicating AI Overviews anchor heavily on third-party review platforms and community discussions rather than vendor marketing pages.
Is there a brand with high visibility but no citations in this category?
Yes — Mixpanel and Amplitude both achieve 75–87.5% visibility yet record 0.0% citation rates, meaning they are named in AI narratives but their domains are never used as sourced references.
How concentrated is AI visibility in product analytics software?
Visibility is highly concentrated at the top: the top five brands range from 75–87.5% visibility while the category average is just 24.4%, and brands ranked 7–8 drop sharply to 12.5%.
Which engine dominates AI visibility for product analytics software?
Google AI Overviews is the top engine for every single ranked brand in the dataset, making this category's AI visibility landscape effectively a single-engine contest with no diversity across platforms.