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Product Analytics AI visibility leaderboard

Product Analytics tools help data and analytics teams understand how people use their product. Buyers increasingly start this search inside AI assistants, which narrow 30 vendors down to a shortlist of three to five.

  • Amplitude leads Product Analytics with an AI visibility score of 79.4 and appears in 94% of AI answers about Product Analytics (SlateIndex, Nov 3, 2026).
  • AI engines named 30 Product Analytics brands; Amplitude, Mixpanel and PostHog hold 47% of all mentions.
  • The engines disagree on the leader: ChatGPT favours Mixpanel (83.9), Perplexity favours Amplitude (79.3) and Google AI Mode favours Amplitude (80.2).
  • Heap gained the most visibility since the previous weekly run: +9.1 points.
  • amplitude.com is the most cited source for Product Analytics, with 11.7% of citations.

Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 98.8%·next run

AI visibility quadrant · weekly run of Nov 3

Where vendors stand in Product Analytics

8 brands shown: 2 Leaders, 2 Consensus Picks, 1 Authority Builder and 3 Challengers. Amplitude and Mixpanel clear both lines.

Mention rate . The percentage of answers in a category that mention the vendor. Answers that name the brand, divided by all answers collected in the latest weekly run.
Consensus Pick2. Frequently mentioned, but mostly supported by external sources. Mention rate ≥ 60%, citation authority < 40%.
Leader2. Frequently mentioned and strongly supported by its own content. Mention rate ≥ 60% and citation authority ≥ 40%.
Challenger3. Has low mention rate and citation authority. Mention rate < 60% and citation authority < 40%.
Authority Builder1. Has strong citations from its own content but receives fewer mentions. Mention rate < 60%, citation authority ≥ 40%.
AmplitudeMixpanelPostHogHeapPendoUserpilotGoogle AnalyticsContentsquare
Citation authority . The percentage of answers naming the vendor that cite its own website, docs, blog, or help center at least once. Citations from review sites, communities, and publications count as external sources.

Momentum: who’s gaining and losing in AI

Change in each brand’s share of AI mentions vs four weekly runs ago.

Leaderboard

Brands mentioned in AI answers in the weekly run of Nov 3. Engines disagree on the leader: Amplitude, Mixpanel.

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Prompts in Product Analytics

The buyer questions SlateIndex runs for this category every week.

Open in prompt library
PromptIntentTop pickBrandsWeekly runs
What is a product analytics tool and when does a company need one?Informational DiscoveryUserpilot+62
How do I choose a product analytics tool for a mid-market team?Informational DiscoveryAmplitude+52
What features matter most in a product analytics tool?Informational DiscoveryMixpanel+42
What are common mistakes when buying a product analytics tool?Informational DiscoveryAmplitude+32
How do companies understand how people use their product without a dedicated tool?Informational DiscoveryMixpanel+52
What is the difference between a product analytics tool and a business intelligence tool?Informational DiscoveryAmplitude+12
What should a product analytics tool integrate with?Informational DiscoveryGoogle Analytics+92
How long does it take to roll out a product analytics tool?Informational DiscoveryMixpanel2
What are the best Product Analytics tools in 2026?Commercial ComparisonAmplitude+112
Top product analytics tool options for B2B SaaS companiesCommercial ComparisonAmplitude+52
Best product analytics tool for startupsCommercial ComparisonPostHog+52
Best product analytics tool for enterpriseCommercial ComparisonAmplitude+72
Which product analytics tool has the best reviews?Commercial ComparisonLogRocket+52
Compare the leading Product Analytics platformsCommercial ComparisonAmplitude+92
Alternatives to the most popular product analytics toolCommercial AlternativesAmplitude+112
Best product analytics tool with AI featuresCommercial ComparisonAmplitude+22
Most affordable product analytics tool that is still reliableCommercial ComparisonPostHog+22
Which Product Analytics vendors do analysts recommend?Commercial ComparisonAmplitude+82
How much does a product analytics tool cost per month?Transactional PricingMixpanel+42
Which product analytics tool offers a free trial?Transactional PricingLogRocket+52
Is there a free product analytics tool for small teams?Transactional PricingPostHog+62
What is the typical pricing model for Product Analytics software?Transactional PricingMixpanel+32
Which product analytics tool has transparent pricing?Transactional PricingPostHog+32
Which Product Analytics tools offer annual discounts?Transactional PricingMixpanel+42
Official website of the top product analytics tool vendorsNavigational ValidationAmplitude+132
Where can I sign up for a product analytics tool?Navigational ValidationPostHog+42
Who makes the most used product analytics tool?Navigational ValidationAmplitude+32
Is Amplitude a good product analytics tool?Names Amplitude · counts on its brand page onlyNavigational ValidationAmplitude2
What are the pros and cons of Mixpanel?Names Mixpanel · counts on its brand page onlyNavigational ValidationMixpanel+12
How much does Heap cost?Names Heap · counts on its brand page onlyNavigational ValidationHeap2

Most cited sources

Where engines get their information when they answer Product Analytics prompts.

SourceTypeShare of citationsCitationsPrompts
amplitude.comBrand site
11.7%
6924
mixpanel.comBrand site
8.6%
5125
posthog.comBrand site
5.1%
3020
g2.comReview site
4.2%
2511
toolradar.comWeb
4.1%
2411
heap.ioBrand site
3.6%
2117
userpilot.comBrand site
3.4%
2017
pendo.ioBrand site
3%
1814
gainsight.comBrand site
2.4%
1412
softwarecompare.netWeb
2%
1212
contentsquare.comBrand site
1.9%
118
capterra.comReview site
1.5%
96
fullstory.comBrand site
1.5%
97
hackceleration.comWeb
1.4%
85
rankite.comWeb
1.4%
87
rework.comWeb
1.4%
85
dupple.comWeb
1.2%
76
gartner.comAnalyst
1%
63
reddit.comForum
1%
66
statsig.comBrand site
1%
66
userinsight.aiWeb
1%
65
getpulsesignal.comWeb
0.8%
55
replug.ioWeb
0.8%
55
citehawk.comWeb
0.7%
44
costbench.comWeb
0.7%
43

All vendors in Product Analytics

Every Product Analytics brand tracked by SlateIndex.

Compare the leaders

Product Analytics in AI answers: questions

Which Product Analytics software do AI assistants recommend most?

Amplitude, Mixpanel and PostHog are recommended most often. Amplitude leads with an AI visibility score of 79.4 and appears in 94% of answers (data of Nov 3, 2026).

Which Product Analytics tool do ChatGPT, Perplexity and Google AI Mode recommend?

ChatGPT puts Mixpanel first (83.9), Perplexity puts Amplitude first (79.3) and Google AI Mode puts Amplitude first (80.2).

Which sources do AI engines cite for Product Analytics?

amplitude.com (11.7%), mixpanel.com (8.6%) and posthog.com (5.1%) are cited most often in answers about Product Analytics.

How is the Product Analytics ranking calculated?

SlateIndex asks ChatGPT, Perplexity and Google AI Mode 30 Product Analytics buyer questions every week and scores each brand by how often and how high it appears in their answers. The methodology page has the formulas.

More in Analytics & BI

Cite as: SlateIndex, “Product Analytics AI visibility leaderboard”, https://slateindex.ai/category/product-analytics, data of Nov 3, 2026. Licence: CC BY 4.0.