{"schemaVersion":"ready-scan.discovery-resource.v1","id":"urn:readyscan:discovery:ai-citation-visibility","slug":"ai-citation-visibility","kind":"guide","inLanguage":"en","canonicalUrl":"https://readyscan.ai/ai-citation-visibility","machineUrl":"https://readyscan.ai/discovery/resources/ai-citation-visibility.json","title":"How to measure AI visibility: mentions, citations and recommendations | Ready Scan","description":"Measure AI visibility with relevant questions, retained answers, explicit coverage and separate mention, citation and recommendation evidence.","h1":"How to measure AI visibility without mixing up the signals","summary":"A crawl, a brand mention, a source citation and a recommendation tell you different things. Keep the original answer beside the result so you can decide what actually needs to improve.","answer":{"question":"What should an AI visibility measurement show?","text":"A useful measurement records the buyer questions, the AI systems and settings used, the time of observation and the complete answers. It distinguishes brand mentions, citations and recommendations while showing how many planned answers completed. Keep crawler visits and customer referrals as separate evidence. A failed answer is missing information; it cannot tell you that the brand was absent.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"]},"sections":[{"title":"Six signals, six different questions","body":"Choose the signal that answers your question. A total can conceal the difference between a system accessing a page and a buyer being given a reason to choose a business.","sourceIds":["ready-scan-methodology","ready-scan-report-guide","bing-ai-performance"],"table":{"caption":"What each observation can tell you","columns":["Signal","Observation","What to inspect"],"rows":[["Crawl","A client requested a public page.","URL, response status, time and traffic classification."],["Retrieval","A source was fetched or returned for a query.","Retained retrieval or grounding evidence, when available."],["Mention","The answer names the brand or product.","Surrounding wording and whether the offering is described correctly."],["Citation","The answer includes a source reference.","The cited page and the claim it supports."],["Recommendation","The answer suggests the product for a need.","Strength, conditions and other options in the answer."],["Referral","A person arrives from an attributable source.","The visit and the action the person takes."]]},"figure":{"src":"/assets/insights/generated-ai-citation-visibility-f821ca7acee48a8e430f410f2a75a0088694e16a52b72690c5ac042c39f48e6b-en.png","width":1536,"height":864,"alt":"Conceptual illustration for How to measure AI visibility without mixing up the signals: Six signals, six different questions.","caption":"A visual explanation of Six signals, six different questions."}},{"title":"Use questions that represent a buying need","body":"A question naming your business mainly tests how a known subject is described. A question about a problem or selection need can show which options the answer introduces. Keep those purposes distinct. Use a small set of different needs rather than many rewrites of one question, and retain wording, language, relevant region, observation date and measured surface.","sourceIds":["ready-scan-buyer-questions"],"items":[{"title":"Make the need meaningful","body":"“How can a small team turn a weekly meeting into assigned follow-up tasks?” gives a concrete job to evaluate. Add a location or existing tool only when it changes the decision."},{"title":"Save the wording","body":"An edited question is a different observation even when its topic sounds similar."},{"title":"Keep the context","body":"Different AI products and search configurations can produce different answers. A familiar logo alone does not define the measurement."}]},{"title":"Read the wording before assigning a label","body":"A name in a list is a mention. A source link is a citation. A recommendation requires wording suggesting the product for the need. Retain enough surrounding text to review that interpretation.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"],"table":{"caption":"Illustrative wording only; these are not measured provider answers.","columns":["Hypothetical wording","Interpretation"],"rows":[["“ExampleBrand makes task-management software.”","A mention; the sentence does not suggest using it."],["“See ExampleBrand’s documentation for the export format.”","A cited source; check which claim it supports."],["“ExampleBrand is an option if you need shared task assignments.”","A qualified recommendation tied to a condition."],["“I could not retrieve an answer.”","A failed observation, not brand absence."]]}},{"title":"Show coverage beside every rate","body":"This arithmetic is illustrative, not a Ready Scan scan or market benchmark. Suppose eight answers were planned, six completed, three of those six mentioned the brand and two recommended it. Mention rate among completed answers is 3 ÷ 6 = 50%; recommendation rate is 2 ÷ 6, about 33%. Coverage is 6 ÷ 8 = 75%. Using 3 ÷ 8 for mention rate would quietly treat two unknown outcomes as absence. Show both the numerator and denominator.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"]},{"title":"Follow each citation to its claim","body":"A citation may point to your website, a review, a directory or another source. Record which page appeared and check whether it supports the nearby statement. A homepage link does not explain every assertion about a product. Useful evidence identifies the destination and the part of the answer it supports.","sourceIds":["ready-scan-source-influence","ready-scan-report-guide","bing-citation-context"]},{"title":"Make a useful change from the evidence","body":"Clarify a confused product description, add a missing supported capability, repair an inaccessible page or explain when the product fits. Preserve useful existing content. Missing evidence calls for recovering the observation or inspecting the source before prescribing a confident change.","sourceIds":["ready-scan-methodology","ready-scan-source-influence"]},{"title":"How Ready Scan supports this workflow","body":"Ready Scan lets an authorised user review website context and select one to four buyer questions before answer acquisition. The report keeps completed answers and sources, shows coverage and separates observed outcomes. Read the methodology and report guide for the current process. The score opens the conversation; the retained evidence helps you decide what the result means.","sourceIds":["ready-scan-methodology","ready-scan-report-guide"]}],"sources":[{"id":"ready-scan-methodology","title":"How Ready Scan builds an AI visibility scorecard","publisher":"Ready Scan","url":"https://readyscan.ai/methodology","accessedOn":"2026-10-06"},{"id":"ready-scan-report-guide","title":"The Ready Scan report guide","publisher":"Ready Scan","url":"https://readyscan.ai/reports","accessedOn":"2026-10-06"},{"id":"ready-scan-buyer-questions","title":"Buyer questions for AI visibility","publisher":"Ready Scan","url":"https://readyscan.ai/buyer-questions","accessedOn":"2026-10-06"},{"id":"ready-scan-source-influence","title":"Sources behind AI answers","publisher":"Ready Scan","url":"https://readyscan.ai/source-influence","accessedOn":"2026-10-06"},{"id":"bing-ai-performance","title":"AI Performance in Bing Webmaster Tools","publisher":"Microsoft 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