{"schemaVersion":"ready-scan.discovery-resource.v1","id":"urn:readyscan:discovery:ai-citation-visibility","slug":"ai-citation-visibility","kind":"guide","canonicalUrl":"https://readyscan.ai/ai-citation-visibility","machineUrl":"https://readyscan.ai/discovery/resources/ai-citation-visibility.json","title":"AI citation visibility scorecards for marketers","description":"Learn how Ready Scan measures whether scanned AI systems mention, cite, or recommend a brand for natural buyer questions.","h1":"AI citation visibility starts with the actual answers.","summary":"Buyers ask AI systems which products to shortlist, compare, and trust. Ready Scan measures the observable answer: whether the scanned AI systems mention the brand, cite it, recommend it, or choose competitors instead.","answer":{"question":"What is AI citation visibility?","text":"AI citation visibility is the observed answer evidence showing whether AI systems mention a brand, cite an owned or third-party source, recommend the product, omit it, or recommend competitors for buyer-intent questions. Ready Scan measures that evidence from completed AI answers and presents the result as a transparent scorecard with an evidence-linked market read, not as a hidden readiness score or invented advisory plan.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"]},"sections":[{"title":"What the scorecard counts","body":"A useful scorecard separates answer outcomes instead of collapsing everything into a vague presence score.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"],"items":[{"title":"Mention","body":"The answer names the brand or product in a substantive way."},{"title":"Citation","body":"The answer cites an owned or relevant source connected to the brand."},{"title":"Recommendation","body":"The answer actively suggests the product as a choice for the buyer’s need."},{"title":"Competitor presence","body":"Other products appear when the target is absent, weaker, or displaced."}]},{"title":"What the scorecard does not claim","body":"A completed scan reports the retained answer set and practical next steps from that evidence. It does not silently create a recovery plan, task list, causal diagnosis, or implementation program. Missing or failed answers stay explicit and never become absence.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"]}],"sources":[{"id":"ready-scan-methodology","title":"Ready Scan methodology","publisher":"Ready Scan","url":"https://readyscan.ai/methodology","accessedOn":"2026-07-27"},{"id":"ready-scan-report-guide","title":"Ready Scan report guide","publisher":"Ready Scan","url":"https://readyscan.ai/reports","accessedOn":"2026-07-27"}],"ownership":{"state":"ready_owned","publisher":{"name":"Ready Scan","url":"https://readyscan.ai"},"verificationMethod":"first_party_publication","verificationSource":"https://readyscan.ai/ai-citation-visibility"},"datePublished":"2026-07-12","dateModified":"2026-07-27","related":[{"id":"urn:readyscan:discovery:methodology","canonicalUrl":"https://readyscan.ai/methodology","machineUrl":"https://readyscan.ai/discovery/resources/methodology.json"},{"id":"urn:readyscan:discovery:buyer-questions","canonicalUrl":"https://readyscan.ai/buyer-questions","machineUrl":null},{"id":"urn:readyscan:discovery:source-influence","canonicalUrl":"https://readyscan.ai/source-influence","machineUrl":"https://readyscan.ai/discovery/resources/source-influence.json"},{"id":"urn:readyscan:discovery:reports","canonicalUrl":"https://readyscan.ai/reports","machineUrl":"https://readyscan.ai/discovery/resources/reports.json"},{"id":"urn:readyscan:discovery:chatgpt-ai-visibility","canonicalUrl":"https://readyscan.ai/chatgpt-ai-visibility","machineUrl":"https://readyscan.ai/discovery/resources/chatgpt-ai-visibility.json"}],"structuredData":{"@context":"https://schema.org","@type":"Article","headline":"AI citation visibility scorecards for marketers","description":"Learn how Ready Scan measures whether scanned AI systems mention, cite, or recommend a brand for natural buyer questions.","mainEntityOfPage":"https://readyscan.ai/ai-citation-visibility","datePublished":"2026-07-12","dateModified":"2026-07-27","publisher":{"@type":"Organization","name":"Ready Scan","url":"https://readyscan.ai"},"citation":["https://readyscan.ai/methodology","https://readyscan.ai/reports"]}}