Schema for AI citations
Structured data should describe relevant visible facts. It is not a requirement for Google AI citations, and validation does not show a measured visibility improvement.
Founder of TomHow, based in Stevenage. SEO and AI search consultancy.
Do you need special schema to appear in AI answers?
Google says there is no special schema.org markup required for its generative search features. Relevant structured data can describe visible business, author and page facts and support eligible search features, but it must match the page. Choose types for the actual content rather than adding every available type. Passing a validator shows a markup check, not a citation or ranking improvement. Any claimed movement needs separate dated observations.
A schema alignment diagram showing why JSON-LD helps only when it matches the visible page.
Describe the content that is actually present
Choose types and properties that fit the page: a business identity, a named author, an article or a visible breadcrumb may be relevant. A service page is not automatically a product review or a how-to merely because those types exist.
Compare the markup with what a reader can see. Names, URLs, prices, author roles and other factual claims should agree. Do not insert expertise or performance claims into JSON-LD that the page cannot substantiate.
Separate structured facts from citation promises
Accurate structured data is a way to represent facts explicitly. Google supports it for relevant search features, while stating that its generative search needs no special schema. These are narrower claims than saying schema makes a page more likely to be cited.
A readable page can explain its subject without extra markup. This note provides no measured evidence that adding a type or property caused an AI citation. Treat that proposed effect as an unproved hypothesis.
Keep useful questions without promising FAQ results
Answering a customer objection can improve a page whether or not the answer is marked up. Use visible questions when they help a reader understand the scope, conditions or next step.
Google stopped showing FAQ rich results from 7 May 2026. Do not sell FAQ markup as a current route to that result format or as an AI citation requirement.
Validate the markup and measure outcomes separately
Check syntax, appropriate types, current facts, working URLs and agreement with visible content. Follow the requirements for any supported search feature you intend to use. A clean validation result does not guarantee that the feature will appear.
If you later report a visibility change, preserve its page, platform, question and date separately from the markup check. Record other changes made during the period so a before-and-after observation is not presented as proof of one cause.
Check the platform guidance.
Continue with the useful next step.
Thomas Howcroft
Founder of TomHow and senior operator for SEO, GEO, AEO, and AI search evidence.
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