AEO for product analytics software: AI search visibility ranking
How AI search engines rank product analytics software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Analytics platforms used by product teams to track user behavior, measure feature adoption, analyze funnels, and improve retention and engagement. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Product analytics software, AI engines frequently mention Amplitude as the leading choice, demonstrating a notable 75% visibility among AI-cited resources. Other top brands that appear in these discussions are PostHog and Mixpanel, reflecting a competitive landscape for those seeking robust analytics solutions.
The ranking of these platforms often stems from the sources AI compiles information from, such as amplitude.com, cpoclub.com, and aggregate platforms like Reddit and YouTube. These sources influence AI engines to favor brands with a strong online presence and positive community endorsements, highlighting the importance of customer reviews and expert input.
For anyone evaluating this list, it's crucial to consider elements AI engines prioritize, such as recent reviews and third-party validation. Brands like Amplitude, with strong topical authority in the product analytics subcategory, tend to be frequent AI recommendations. This suggests weighting your choice by a brand's trustworthy reputation and current feedback.
At a glance
What we observed in this category
Amplitude leads the category with a composite score of 75.0, the only brand where visibility and citation are perfectly aligned at 75.0% each. PostHog and Mixpanel match its visibility score but hold 0.0% citation, giving Amplitude a meaningful structural advantage. The category average visibility sits at just 14.4%, meaning the top three brands are operating at more than five times the typical brand's exposure, and the gap between rank 3 and rank 4 (Pendo at 37.5%) is already substantial.
The sharpest divergence between visibility and citation belongs to PostHog and Mixpanel, both named in AI responses 75.0% of the time but cited zero times. This means Google AI Mode mentions them without linking or attributing them as sources. Amplitude is the only brand cited as a source at its full visibility rate. Heap shows the inverse pattern at a smaller scale, with citation holding at 25.0% while visibility has fallen 12.5 points, suggesting it retains some source authority even as it loses mention frequency.
Google AI Mode is the sole engine recorded across all 20 brands, so all visibility and citation signals originate from one engine. The top cited sources include amplitude.com alongside third-party domains such as reddit.com, productschool.com, cpoclub.com, and learn.g2.com. This pattern indicates that Google AI Mode is anchoring on community forums, product education platforms, and review aggregators rather than vendor documentation when constructing answers about this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Pendo 0% → 38% · rank #5 → #4+38pp
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PostHog 62% → 75% · rank #2 → #2+12pp
-
Mixpanel 62% → 75% · rank #3 → #3+12pp
Biggest visibility fallers
-
Heap 38% → 25% · rank #4 → #5-12pp
-
FullStory 12% → 0% · rank #6 → #11-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
amplitude.com
|
75% | 75% | Google AI Mode |
Amplitude is the only brand where visibility and citation both reach 75.0%, giving it a composite score 22.5 points above the next closest competitors PostHog and Mixpanel. |
||||
| 2 |
posthog.com
|
75% | 0% | Google AI Mode |
PostHog matches Amplitude on visibility at 75.0% but holds 0.0% citation, producing a composite score of 52.5 and signalling it is named but not treated as a trusted source. |
||||
| 3 |
mixpanel.com
|
75% | 0% | Google AI Mode |
Mixpanel shares PostHog's exact profile at 75.0% visibility and 0.0% citation, with a composite score of 52.5, more than five times the category average visibility of 14.4%. |
||||
| 4 |
pendo.io
|
38% | 12% | Google AI Mode |
Pendo is the biggest visibility riser, jumping from 0.0% to 37.5% visibility this period, though its citation fell 25.0 points simultaneously, leaving a composite score of 30.0. |
||||
| 5 |
heap.io
|
25% | 25% | Google AI Mode |
Heap dropped 12.5 visibility points to 25.0% while citation rose 25.0 points to 25.0%, making it the only top-five brand where citation now equals visibility. |
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| 6 |
uxcam.com
|
0% | 12% | Google AI Mode |
| 7 |
contentsquare.com
|
0% | 12% | Google AI Mode |
| 8 |
countly.com
|
0% | 12% | Google AI Mode |
| 9 |
logrocket.com
|
0% | 12% | Google AI Mode |
| 10 |
hotjar.com
|
0% | 0% | Google AI Mode |
| 11 |
fullstory.com
|
0% | 0% | Google AI Mode |
| 12 |
woopra.com
|
0% | 0% | Google AI Mode |
| 13 |
quantummetric.com
|
0% | 0% | Google AI Mode |
| 14 |
userpilot.com
|
0% | 0% | Google AI Mode |
| 15 |
indicative.com
|
0% | 0% | Google AI Mode |
| 16 |
smartlook.com
|
0% | 0% | Google AI Mode |
| 17 |
june.so
|
0% | 0% | Google AI Mode |
| 18 |
glassbox.com
|
0% | 0% | Google AI Mode |
| 19 |
kissmetrics.io
|
0% | 0% | Google AI Mode |
| 20 |
moengage.com
|
0% | 0% | Google AI Mode |
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 Mode 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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own product analytics software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for product analytics software
Who leads AI visibility in product analytics software?
Amplitude leads with a composite score of 75.0, the only brand in the category where visibility and citation are both at 75.0%. PostHog and Mixpanel share the same visibility score but hold zero citation, placing them behind Amplitude in composite terms.
What is the difference between being named and being cited in this category?
PostHog and Mixpanel are each named in 75.0% of AI responses but cited 0.0% of the time, meaning Google AI Mode mentions them without attributing them as sources. Amplitude is cited at exactly its visibility rate, making it the category's most trusted source in AI outputs.
What sources does Google AI Mode anchor on for product analytics research?
The top cited sources include amplitude.com, reddit.com, productschool.com, cpoclub.com, learn.g2.com, and youtube.com. This mix shows the engine drawing heavily on community forums and product education platforms alongside vendor content.
How concentrated is AI visibility in this category?
The category average visibility is 14.4%, while the top three brands each sit at 75.0%, more than five times the average. Six of the ten ranked brands in the data have 0.0% visibility, indicating heavy concentration at the top.
Which brands are rising and falling in AI visibility right now?
Pendo is the biggest riser, moving from 0.0% to 37.5% visibility in the current period, while Heap fell 12.5 points to 25.0% and FullStory dropped five rank positions to 0.0% visibility.
Which engine drives all the visibility signals in this category?
Every brand in the dataset records Google AI Mode as its top engine, with no other engine contributing to any brand's visibility or citation scores in this audit.