{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:geozation-ai-q138972157-answer-6b16af7696f374c5882c","key":"buyer_question:geozation-ai-q138972157-answer-6b16af7696f374c5882c","kind":"buyer_question","slug":"geozation-ai-q138972157-answer-6b16af7696f374c5882c","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/geozation-ai-q138972157-answer-6b16af7696f374c5882c","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/geozation-ai-q138972157-answer-6b16af7696f374c5882c.json","datePublished":"2026-10-19","dateModified":"2026-10-19","materialFingerprint":"fnv1a64:342eff082321405f","membershipFingerprint":"fnv1a64:bb40bd18265439ee","relatedEntitySlugs":["geozation-ai-q138972157"],"relatedSurfaceKeys":["buyer_question:geozation-ai-q138972157-answer-81c4eefcb37652999788","buyer_question:geozation-ai-q138972157-answer-f5b365b3cfe42b462621","evidence:geozation-ai-q138972157"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"geozation-ai-q138972157-content-83988212d1e5a228-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q138972157","sourceRevisionId":"Q138972157:content:e68ae8df4e9bbf2f","sourceContentHash":"fnv1a64:a6a4493aebf8c1d3","recordRevisionId":"Q138972157:content:e68ae8df4e9bbf2f","recordContentHash":"fnv1a64:11a14d78de8bb12f","sourceCanonicalUrl":"https://geozation.com/","sourceModifiedAt":"2026-10-19T13:49:39.034Z","observedOn":"2026-10-19","permission":{"basis":"public_information","evidenceUrl":"https://geozation.com/"},"attributionUrl":"https://geozation.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How quickly does GEO impact LLM citation frequency?","summary":"Cited source answers across 1 active corpus record.","question":"How quickly does GEO impact LLM citation frequency?","answers":[{"entitySlug":"geozation-ai-q138972157","entityName":"Geozation AI","answer":"“Initial citation improvements are measurable within 4-6 weeks of corpus saturation beginning — primarily on Perplexity AI and ChatGPT, which run shorter retrieval-refresh cycles. Broad cross-platform citation stability across ChatGPT, Gemini, Perplexity, Claude, and Grok typically requires 3-5 months.”","sourceUrls":["https://www.geozation.com/"]}]}