{"version":"1.0","type":"card","id":"b2b4b675-eb12-43c3-a98c-95ce4530b4f7","url":"https://stacklist.com/card/b2b4b675-eb12-43c3-a98c-95ce4530b4f7","title":"Measuring AI visibility: crawls, serves, and citations — Stacklist Blog","source_url":null,"note":"You can't see who AI recommends instead of you, until you read your own server logs. Here's the crawl-serve-cite framework for measuring AI visibility.","image":{"url":"https://ucarecdn.com/f23d4a7e-ef12-45d6-b2b8-034aa65343af/","alt":"Measuring AI visibility: crawls, serves, and citations — Stacklist Blog","width":2600,"height":1800},"stack":{"id":"23da5a32-1463-40df-80e9-2f47f44f88c1","title":"Stacklist Articles, by the Stacklist team","url":"https://stacklist.com/c/business/stack/23da5a32-1463-40df-80e9-2f47f44f88c1"},"created_at":"2026-10-03T04:07:59.444Z","updated_at":null,"aco":{"summary":"Measuring AI visibility requires understanding the crawl-serve-cite framework, which tracks how AI systems discover, use, and cite your content through observable data points in server logs, generated answers, and source citations. Unlike traditional search engines with impression reports, answer engines leave fingerprints across three measurable layers that reveal when AI recommends competitors instead of your content.","tags":["ai-visibility","search-engines","crawl-serve-cite","server-logs","answer-engines","seo","content-measurement"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"ChatGPT","type":"technology","confidence":0.95},{"name":"Claude","type":"technology","confidence":0.9},{"name":"Google Search","type":"technology","confidence":0.9},{"name":"GPTBot","type":"technology","confidence":0.85},{"name":"ClaudeBot","type":"technology","confidence":0.85},{"name":"Ahrefs","type":"organization","confidence":0.8},{"name":"Peec","type":"organization","confidence":0.8},{"name":"Crawl-Serve-Cite funnel","type":"concept","confidence":0.95},{"name":"answer-engines","type":"concept","confidence":0.9},{"name":"server-logs","type":"concept","confidence":0.9}],"classification":"framework","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:04.684Z"},"token_counts":{"approximate":2956,"cl100k":2566},"content_hash":"sha256:b073f8dceaab57884a581f14a041b8695e1c189c6e3125ef364bc00b92e1d34d","acp_version":"0.2","body_available":true,"body_tokens":2956,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/b2b4b675-eb12-43c3-a98c-95ce4530b4f7.json","html":"https://stacklist.com/card/b2b4b675-eb12-43c3-a98c-95ce4530b4f7","md":"/api/public/card/b2b4b675-eb12-43c3-a98c-95ce4530b4f7.md","stack_json":"/api/public/stack/23da5a32-1463-40df-80e9-2f47f44f88c1.json"}}