The Visibility Scorecard
Mention rate on every model, scored against competitors
Visibility score
5 models
The Gap Report
Why you're not appearing, and what's ranking instead
Gap report
Ramp
Named in 61%
Their edge
G2 reviews
Your fix
Comparison page
Mention rate
How often each model names you, measured across every high-intent prompt in your category.
Share of voice
Your mention rate against the three or four competitors the models reach for most.
Sentiment
What the model says about you when it does mention you, and whether that helps or hurts.
Source gap
Which sites the models cite to build answers in your category, and which of those never mention you.