AI visibility score
Use the score as a baseline—not a verdict
An AI visibility score is useful when it compresses evidence without hiding it. The number should tell you where to look; the underlying pass, warning, failure, and skipped states tell you what to do.
Quick answer
An AI visibility score summarizes how clearly a website identifies its brand, exposes citable product information, supports machine-readable extraction, and appears in sampled AI answers. It is most useful as a trend for the same brand under the same method—not as a universal ranking across unrelated companies.
What matters in practice
Evidence before arithmetic
Every scored check should link to what was observed and explain how to fix a warning or failure. A score without inspectable evidence is a vanity metric.
Skipped is not failed
Unavailable evidence, blocked pages, and missing AI responses must be labeled separately. Treating missing data as zero makes the score look precise while making it less honest.
Delta needs context
A five-point gain matters only if you know which checks changed and whether the new run was comparable. Score history should always preserve both snapshots.
The useful loop
Measure a change you can act on
A one-time score is a baseline. Value appears when the same evidence is captured again after you ship a fix.
- 1Save the first usable score and its check-level evidence.
- 2Fix one or more named failures instead of optimizing the number directly.
- 3Run the same audit again and inspect resolved checks and regressions.
- 4Use the score delta as a summary after the evidence confirms the change.
What AIVisibility records
- Timestamped evidence for every evaluated check
- Current score and comparable historical snapshots
- Resolved issues and newly detected regressions
- The highest-impact unresolved action
Frequently asked questions
What is a good AI visibility score?+
A higher score generally means more observable entity, content, structure, authority, and AI-answer signals. The useful comparison is your own prior snapshot. A score of 70 that is improving with no critical failures can be healthier than an unexplained 85 from a different methodology.
Why did my score change?+
A trustworthy report identifies newly passing checks, new warnings or failures, and changes in the available evidence. If nothing at the check level explains the movement, do not treat the delta as meaningful.
Can two companies compare scores?+
They can use the same audit as a directional benchmark, but category, website complexity, and available evidence differ. Use competitor comparisons to find gaps, not to claim a universal market rank.
Establish your baseline before changing the site
Run the current audit without signup. Save it when you want a timestamped baseline and a future comparison.
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