AEO as a delivery system, not a checklist.
AEO.js and AEO Checker connect diagnosis to implementation: crawler policy, canonical discovery, entity signals, structured data, content hierarchy, and machine-readable exports are tested as one system.
A site can look correct to a person while contradicting itself to crawlers: stale sitemaps, incorrect canonicals, duplicated machine indexes, and schema that promises facts the page does not support.
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The scanner identifies concrete crawl, metadata, entity, and content failures instead of producing a generic score alone.
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The framework generates consistent discovery surfaces for Astro and Next.js while keeping canonical ownership explicit.
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Visible copy, JSON-LD, sitemaps, hreflang, llms.txt, and AI indexes are treated as projections of the same content model.
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Build gates catch stale URLs, duplicate outputs, missing alternates, and unsupported structured claims before deploy.
AEO becomes inspectable engineering work: every claim has a visible source, every route has one canonical identity, and every machine-readable surface can be verified before it reaches production.