glossary
AI visibility
An umbrella term that needs a defined measure and sample.
Scope
Editorial guidance for English-language marketing teams. Examples are illustrative, not measured results. No citation, ranking, traffic, or revenue outcome is guaranteed.
Meaning
AI visibility can refer to mentions, citations, answer coverage, or other measures of representation. Without a unit, denominator, product scope, and time window, the phrase is too ambiguous to compare meaningfully.
Make it concrete
Write “official-site citations in these recorded answers” rather than an unqualified visibility percentage. Keep aggregated platform telemetry separate from a manually collected prompt sample. They may cover different surfaces and populations.
Common mistake
Presenting a convenience sample as the share of all potential customer answers. A result can be useful within a narrow sample without estimating the wider market. Document the sampling limits alongside the result.
Sources
Read the original material. A source link is not, by itself, proof of a claim.