GEO citation share
The share of answers in a fixed, versioned prompt sample that cite a monitored entity, page or domain as a source.
Not a universal rank, sentiment score, conversion measure or guarantee of future citation.
AUTONOMOUS SYSTEMSMETHODOLOGY / MEASUREMENT CONTROL
Reusable definitions for citation, entity consistency, recommendation readiness and evidence-led case studies.
The share of answers in a fixed, versioned prompt sample that cite a monitored entity, page or domain as a source.
A review of whether first-party pages, structured data and public machine interfaces identify the same people, organisations, roles and relationships.
A documented assessment of crawl access, evidence quality, entity clarity, source attribution and answerability without predicting a platform outcome.
A before-and-after evidence protocol that separates verified observations from client-provided context and unavailable data.