Measure mentions, exact citations, prompt coverage, and conversion paths without mixing units or denominators.
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Do not start with a list of places to post. Start with the URLs answer engines already cite, classify their ownership and role, then choose the next reachable source lane.
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sameAs is an identity assertion, not a link directory. Keep only URLs that represent the exact same organization or person and can be independently verified.
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robots.txt is a published crawl preference, not an authentication or security boundary. Configure explicit groups, test real URLs, and verify behavior in logs.
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A complete source-mapping workflow with a downloadable CSV, worked rows, a routing matrix, delivery receipts, and a controlled refresh protocol.
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A practical workbook for comparing AI citation observations without cherry-picking runs or claiming unsupported causes.
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A reproducible measurement protocol with separate denominators, a worked dataset, calculator, and downloadable files for citation rate, source share, and prompt coverage.
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