Diagnose whether crawlers, rendering, indexing, or structured delivery prevent a useful page from being discovered.
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A fixed refresh calendar is a guess. This audit routes a citation drop to the failure layer that caused it, and to the one repair that matches.
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Structure conversational answers around one buyer decision, visible evidence, addressable sections, fixed prompts, and exact source receipts.
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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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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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Prioritize low-cost citation work using existing pages, source receipts, fixed prompts, and bounded reruns instead of unsupported volume claims.
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Build product comparison pages with visible evidence, valid Product markup, review disclosures, fixed prompts, and exact source-URL tracking.
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