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- 11:42, 15 August 2026 Giuseppe05D talk contribs created page Local Businesses And The AI Recommendation Problem (Created page with "Why Ranking Stopped Guaranteeing Visibility The assumption underneath two decades of search marketing was that position and visibility were the same thing. Retrieval based answering breaks that link, because the pages a model reads to compose an answer are not necessarily the pages that rank for the question.<br><br>Track three things over time: how often you are named, which sources get cited when you are, and which competitors appear alongside you. Movement in the seco...")