AI visibility
The extent to which a brand appears, is cited, or is recommended across AI-generated answers, measured by sampling prompts rather than by…
The proportion of AI answer citations across a tracked prompt set that point to a given domain, used as the AI-era analogue of ranking share.
Citation share counts linked source attributions rather than mentions, which makes it more objective but narrower — a brand can be recommended by name without being cited. It is calculated per assistant, since citation behaviour and source pools differ sharply between them. Interpreting it requires care: a high share on a narrow prompt set means little, and citations to third-party review sites often matter more to a brand than citations to its own domain.
Across 200 prompts, a vendor's domain is cited in 6% of responses while a comparison site it appears on is cited in 34%.
The extent to which a brand appears, is cited, or is recommended across AI-generated answers, measured by sampling prompts rather than by…
A brand's share of all brand mentions across a set of AI-generated answers for a category, whether or not those mentions carry a citation…
A system that responds to a question with a synthesised answer and citations rather than a ranked list of documents — for example…
Tracking where a brand is named across the web and inside AI answers, including whether the description is accurate and the sentiment…
Content designed to earn links on its own merit — original research, free tools, definitive references, interactive data — rather than…