This hub highlights content patterns that survive summary-style answer surfaces and still earn citations.
Use FAQPage markup only when the page already shows the question and the answer. Treat any extraction or citation effect as an untested hypothesis, and design a controlled observation before you rely on it.
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Google AI Overviews doesn't cite your page; it cites isolated answer blocks your page provides.
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Map SaaS pricing questions to inspectable pages, official product facts, fixed prompt tests, and separate citation, visit, and signup measures.
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Compare GEO and traditional SEO by workflow, evidence, denominator, and reporting boundary without treating AI citations as ordinary rankings.
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Schema tuned only for Google's star ratings and FAQ dropdowns can still leave an AI engine unable to tell who you are. Here is the schema that actually resolves entity identity.
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