Start brand discovery
Product interface examples and the values shown inside them are illustrative demo data, not customer results.
Visibility Score

The score AI visibility was missing.

0–100 across seven explained categories — including how AI recommends, talks about and positions your brand — with the stored answers for each run as evidence.

Start your brand discoveryDiscovery preview included · paid plan required for the dashboard
The anatomy

Seven categories. No black box.

  • Presence

    How often you appear in answers at all.

  • Share of Voice

    Your slice of the answer vs competitors.

  • Prominence

    How early and prominently you’re named.

  • Recommendation

    How often AI actively recommends you when you are named.

  • Sentiment

    How AI talks about you when it does.

  • Citations

    Whether your domain is the cited source.

  • Consistency

    How evenly your presence holds across model and country cells.

Presence-gated

Hype can’t buy points.

The score is gated by presence: stellar sentiment on 2% presence stays a bad score. It’s math, not vibes.

Tone

Praise, hedge, or warning?

The same mention can sell for you or against you. Famescan classifies how every answer talks about you — with the quote to prove it.

Position

First name wins the deal.

Buyers rarely read past the first recommendation. Famescan measures how early you appear — as an average with sample size, never a noisy single-run rank.

Fully auditable

Open a metric. Inspect its evidence.

Each aggregate links to the stored answers for that run — engine, country, prompt and timestamp. The famescan-v2-recommend formula is public.

See the methodology
Cause & effect

Watch actions move the number.

Every run is a data point. Ship a fix from the Action Center — and see the line answer.

Benchmarks

Is 74 good?

The score reads in bands — so a number is never just a number.

In the product

Built for daily reality.

  • Public formulafamescan-v2-recommend is documented end to end — audit it yourself.
  • Presence-gated mathCategories can’t compensate for absence; the gate is part of the formula.
  • Per engine & countryScore, tone and position split by engine and country — not just one blended number.
  • Quote-backed labelsEvery sentiment call links to the sentence that earned it.
  • Recommendation rateNot just mentioned — how often you're actively recommended.
  • Coverage, not confidencePlanned, usable and excluded answers plus score n are shown; no unsupported confidence label or interval.
  • Comparable deltas only▲/▼ appears only when method, project definition, provider models and usable sample cells match.
  • Evidence layerOpen a category to inspect the stored answers from the exact run behind the aggregate.

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 discovery

Public methodology · Exact run coverage · Real provider answers