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Do you need a Wikipedia page to be cited by AI engines?
No. AI engines need to know which company a name refers to. An About page, Organization schema with sameAs links, and matching LinkedIn, Crunchbase, G2 and Wikidata profiles can tell them.
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Why AI engines cite your content but never name your brand
AI engines cite content without naming the brand because citing and naming are separate acts : retrieval borrows your page, but the model's memory of your brand decides whether your name appears.
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13 articles, 10 booked calls: judging an AI search content agency
Judge an AI search content agency by booked calls per published article : count the sales calls its articles produce, divide by the articles shipped, and compare agencies on that one unit.