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Feature

AI visibility score with inspectable evidence

An AI visibility score summarizes brand-positive answer signals, but it should stay connected to mentions, citations, competitors, risk, channel behavior, and report evidence.

Best for teams searching for AI visibility score, answer-engine visibility metrics, or GEO reporting metrics.

Run a free AI visibility checkCreate a free AI visibility report

What the AI visibility score does

The score summarizes brand-positive answer signals across AI platforms, with separate facts for risk, mentions, citations, and share of voice.

  • Use brand visibility score as a directional summary, not a standalone truth.
  • Read risk score beside answer text when responses are negative or misleading.
  • Use mention, citation, and share-of-voice facts to explain score movement.

When to use it

Use the score when teams need a quick read on AI answer performance, then inspect the evidence before making content decisions.

  • Compare Runs from the same Task after meaningful content updates.
  • Summarize channel-level visibility in reports and stakeholder reviews.
  • Spot whether score movement came from citations, mentions, competitors, or risk.

How it maps to AEO Table objects

Scores belong to a data window such as a latest session or frozen report snapshot. Comparable movement depends on stable Task scope and formula versions.

  • Task: defines the Questions, competitors, market, and channels being scored.
  • Run: produces the answer evidence and credit-backed channel requests.
  • Report: freezes score facts, deltas, and reason codes for review.

Workflow

From Task to report evidence

The feature works inside AEO Table's core loop: define a Task, start a Run, spend credits on selected channels, and review the report.

1

Run a stable Task

Use the same Questions and competitor cohort when score movement needs to be compared.

2

Review score facts

Inspect visibility, risk, mentions, citations, and share-of-voice facts.

3

Open the evidence

Read answer text, citations, competitors, and provider breakdowns behind the score.

4

Act on causes

Prioritize source pages, comparison content, or proof assets tied to the observed gap.

Who it is for

Teams that need evidence before optimization

Good fit

  • Teams needing a headline metric for AI visibility reporting.
  • Analysts who need score facts with formula and reason-code context.
  • Leaders who want a summary but still require evidence before action.

Not for

  • Teams that want a guaranteed ranking metric across all AI platforms.
  • Programs that cannot keep Task scope stable between score comparisons.

Limitations

Use the feature without overclaiming the signal

AEO Table measures answer evidence. It does not control answer engines or guarantee future ranking, citations, or placement.

Create a free AI visibility report

Scores summarize observed evidence; they do not predict or guarantee future AI answers.

Deltas can be not comparable when scoring formulas, windows, or competitor cohorts change.

A low or high score should be inspected beside answer text and citations before action.

Related features

Connect this page to the rest of the workflow

View all AI visibility features
AI visibility dashboard featureReview score facts beside dashboard evidence.Competitor benchmarking featureInterpret share-of-voice movement with competitor context.AI search reports featureShare score facts through report snapshots.