You can't manage AI visibility on vibes.
We built a scoring model with eight signals, tested repeatedly across every major AI engine, so "AI visibility" becomes a number you can track — not a feeling.
What we actually measure
AI Mentions
How often your brand name appears in AI-generated answers across your priority questions.
Citations
How often you're named as the actual source behind a claim or answer.
Recommendation Frequency
How often AI actively recommends you as a solution, not just mentions you in passing.
Competitor Visibility
Your share-of-voice relative to the specific competitors your buyers also consider.
Question Coverage
The percentage of your category's real questions where you appear anywhere in the answer.
Entity Strength
How clearly and consistently AI models understand who you are and what you do.
Source Authority
The trust signals — original data, expertise, backlinks — that make you citation-worthy.
Answerability
How structurally ready your content is to be directly extracted and quoted.
Live testing, not estimation
We don't infer visibility from rankings or guesswork — we run your actual priority questions against live AI engines on a recurring basis, and score the real answers that come back.
Engines we test against
Get your eight-signal visibility score.
It starts with a free AI Visibility Audit — the same model, applied to your brand.