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AI Visibility · GEO

Win the answer. Not just the rank.

Most GEO tools ship a dashboard. We built an inference pipeline — the same discipline that made search measurable, pointed at the one channel that publishes no ground truth of its own.

1.5%

One reply tells you almost nothing about your brand.

That's why we measure a distribution of answers, not a single reading.

From blind spot to advantage.

01

What to track

We model your category's real prompt demand instead of asking you to guess a prompt list.

02

How to track

A crossed design over phrasing, geography, persona and model — reliability bought by spread, not repeats.

03

What it means

A benchmark with a denominator: coverage, sentiment, and where in the funnel you actually lose the answer.

04

What to do

Specific, source-linked fixes, ranked by a causal uplift model that learns which ones actually move the answer.

Same brand. Same session. Three turns.

A single-prompt score would have only ever seen the first turn — and called it a win.

#2 · MentionedTurn 1
#5 · Slips downTurn 2
GoneTurn 3

There's no page two in an AI answer.

If a model doesn't mention you, you didn't rank low — you didn't exist in that answer at all.

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See what the models are already saying about your brand.