Citation share
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…
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 link.
It measures recommendation rather than sourcing: when someone asks an assistant for options in a category, how often does your brand come up relative to competitors. Because assistants draw heavily on third-party lists, reviews and community discussion, share of voice usually responds to off-site presence more than on-site changes. Measurement requires a stable, documented prompt set and enough repetitions to smooth model variance.
In 300 sampled 'best X for Y' responses a brand is named 41 times against a market leader's 190.
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…
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 available search visibility a site captures across a defined keyword set, weighting positions by expected click-through…
Tracking where a brand is named across the web and inside AI answers, including whether the description is accurate and the sentiment…
The pattern of two entities being mentioned or linked together by third parties, which helps search engines infer that they are related.