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Measurement · Citation & Visibility Measurement

Definition

A citation landscape is the full map of which sources an answer engine cites across a set of queries in a domain, and how often each appears. It is the competitive picture of a topic drawn from citations, showing who the models reach for and who they pass over. It describes a field rather than a single brand’s standing within it. Before a brand can judge its own answer-engine presence, it needs the terrain, which sources dominate a topic, which queries have crowded citation sets and which have thin ones. The citation landscape is that terrain. Reading it reveals where a brand is absent from conversations it belongs in and where a citable gap sits unclaimed. Share of model measures a brand’s slice of this landscape; the landscape itself is what that slice is measured against.

Share of model

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Answer engine ranking

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Competitive displacement in AI search

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Brand mention

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