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Articles tagged with #machine-relations
Server logs prove retrieval activity. They do not prove citation. The attribution layer has to join crawler evidence, answer evidence, and conversion evidence without pretending one is the other.
A practical schema for measuring AI visibility without flattening entities, sources, answer runs, and citations into one unreliable score.
A source-architecture model for retrieval, attribution, and trust in AI answer engines.
Ahrefs proved schema doesn't boost AI citations. They tested the wrong question. Schema is anti-hallucination infrastructure, and that changes everything.
The retrieval pipeline treats your content like a database query. Here is what passes the filter and what gets dropped.
A developer's guide to what each discipline requires in your schema, crawlers, content architecture, and measurement stack.
