Does the score guarantee a ranking?
No. It summarizes the completed Snapshot prompt results and does not guarantee future answers, rankings, leads, or recommendations.
Scoring transparency
What the AI Visibility Score measures.
The score is a weighted summary of completed ChatGPT prompt runs. It is a point-in-time diagnostic—not a ranking, lead, or recommendation guarantee.
Score dimensions
Five weighted measures from completed runs.
Mention presence 25%
How often the business is named or clearly identified across completed prompt runs.
Description accuracy 20%
How accurately completed answers describe the business.
Recommendation strength 25%
How strongly completed answers present the business as a suitable option for the stated need.
Competitor pressure 15%
A favorable score reflects fewer competing businesses and fewer stronger or higher-risk competitor signals in completed runs.
Source support 15%
Available citation support, reduced when citations indicate the business is being ignored.
Coverage confidence
Coverage is disclosed separately from performance.
Coverage confidence is reported separately from the score. It reflects how much of the planned prompt set completed successfully and whether the available results are sufficient to interpret; it does not increase or decrease the score.
Score inputCompleted runs
Confidence inputPrompt coverage
GuaranteeNone
FAQ
Scoring questions.
Why is coverage confidence separate?
A score should not look stronger or weaker merely because some planned runs did not complete. Coverage confidence describes that limitation separately.