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…