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AI visibility

A mention is an observation. Not a guarantee.

AI visibility describes whether a business or source appears in observed AI-generated answers. Any measurement needs to say which system, question and date it covers.

Research note

Record the question and the conditions.

An answer can vary with wording, language, region and time. Keep the question set and collection conditions consistent when comparing results. A single answer is not a market-wide measure.

Research note

A name, a link and a visit are different.

A brand mention is not necessarily a cited link. A cited link is not a visit. A visit is not an enquiry or paid work. Report each separately when it can genuinely be observed.

Research note

A useful study shows its limits.

Publish the sampled systems, collection period, question set, scoring definitions and missing observations. Do not turn a small experiment into a claim about every user of an AI service.

Research note

Improve what a reader can verify.

Clear answers, relevant original work and consistent business information make a source more useful. They do not buy or guarantee a citation.