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Structured data for AI extraction

Structured data for AI extraction is the machine-readable layer — JSON-LD typing entities, products, articles and answers — that lets language models and answer engines lift facts without parsing prose, and it is the cheapest extraction surface a site can offer.

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In practice

A model assembling an answer can parse your prose — or read the field that already states it. Structured data is the second path: explicit typing (Organization, Product, Article, FAQPage, Person), explicit attributes (price, category, author, dates), and explicit relationships (sameAs tying the entity across the web) — all in JSON-LD in the head, the format engines’ pipelines process most cheaply because it survives rendering variations that trip HTML parsing.

The extraction value concentrates where prose is ambiguous: product facts (the price is what the offers markup says, not what a JavaScript widget rendered last Tuesday), authorship (who wrote this, with what credentials), entity identity (which of the web’s similarly-named things is this one), and the question-answer pairs that FAQPage markup surfaces as lift-ready units. The implementation bar: truth at every field — engines cross-check markup against visible content and discount mismatches; completeness on the pages that matter (commercial pages, definitions, comparisons); and maintenance, because template updates silently strip markup more often than anyone admits.

The honest scoping: structured data raises the probability and fidelity of correct extraction — it does not create visibility by itself, and a site whose prose is unquotable gains little from perfect markup. The pairing that works: extractable prose for the humans and the summarisers, structured data for the machines that want the facts typed — both statements saying the same true thing.

See also: Entity SEO and brand entities, Excerpt-worthy paragraphs, Answer engine optimisation.

Related service: Brand mentions.

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