Wiki · citable explainer

How Do I Know If My Structured Data Is Working?

Validate with Rich Results Test and schema validators, then spot-check answer engines for accurate entity description.

Short answer

Validate the code, then validate the outcome by checking whether systems describe the entity correctly.

Schema Markup · Why AI gets it wrong

Questions answer engines ask

Which validator first?
Google Rich Results Test for implementation errors, plus schema.org validation for vocabulary issues.

Does valid markup guarantee AI citations?
No. Validity is necessary hygiene, not a citation contract.

What else should I check?
Manual queries in major answer engines and consistency of public NAP.

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