Free heatmaps and replay. Surging in 'free analytics' prompts.
+ Add to trackingKnow exactly who's beating you in AI answers.
See where competitors get recommended, where you don't, and what's keeping them ahead. Across ChatGPT, Gemini, and Google AI Overviews.
Watch momentum, not just a snapshot.
Daily share of voice across every tracked brand and AI surface. Spot the moment something moves, yours or theirs.
- 1Comparison page · /vs-mixpanel shipped+5 pts
- 2HN thread · 'open-source product analytics' (612 ups)+6 pts
Prompts your competitors are winning.
Every prompt where you're outranked, with the source that put them there. Open any row to see what to fix.
We surface the brands you didn't know were competitors.
Bonemeal reads every AI response you track and flags every brand mentioned in your category, even ones you've never added.
Owning GDPR and privacy-first analytics prompts.
+ Add to trackingOpen-source session replay. Overlaps your category.
+ Add to trackingNewer entrant. Picking up migration-from-June prompts.
+ Add to trackingWhere they win in AI, they win in Google too.
AI and organic search are converging. We track both, so you can see if a competitor's edge is everywhere or just one surface.
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Learn more about AI competitor benchmarking
Guides for comparing your brand against competitors across AI search and organic growth.

How to Measure ROI of AI Search Optimization
AI search optimization is a new discipline, but that doesn't mean you can't measure its impact. Here's a framework for tracking GEO ROI.

Breaking Down Google’s AI Search Optimization Guide: What to Trust and What to Question
The guide does not fully answer the question we actually care about: How do I show up in Google AI Overviews now that it's the first thing people see?

ChatGPT vs Gemini: Where Should You Focus Your AI Visibility Efforts?
Not all AI platforms are created equal. Here's how ChatGPT and Gemini differ in how they recommend brands and what it means for your strategy.
