From question to score. Nothing hidden.
Four stages, one glass machine — and every number traceable back to a real answer.
It starts with your brand, not a keyword list.
The discovery reads everything you give it — website, documents, positioning — and turns it into a brand profile plus the buyer prompts that matter.
One look proves nothing. So we never look once.
Your prompts run across the engines and your countries — daily, repeatedly. Visibility is the pattern in hundreds of answers, not a lucky screenshot.
Same question. Five verdicts.
The engines don’t copy each other — each has its own sources, its own taste, its own blind spots. Measuring one tells you nothing about the rest.
Every answer, dissected.
Each stored answer is broken into signals: who's named, who's cited, in which tone, at which position.
Seven categories. One gated formula.
Presence gates everything: without being present, no category can buy you points. The formula is public — audit it.
Open where it matters.
- Public formulafamescan-v2-recommend is documented end to end — no black box.
- Presence-gatedGreat sentiment on 2% presence stays a bad score. By design.
- Coverage shownEvery run shows planned, usable and excluded answers plus score n — never a made-up confidence label.
- Answers storedProvider answers retained for a run remain available as its audit evidence.
- Per engine & countryThe blended weighting is explicit, and every engine and country split stays visible.
- Honest data labelsYou always see which engine, country and run a number came from.
Become the answer.
Every day you can’t see the answers, someone else is the recommendation. Brand discovery is included; the dashboard unlocks with a paid plan.
Start your brand discoveryPublic methodology · Exact run coverage · Real provider answers