Does more schema guarantee an AI citation?
No. Schema makes a fact easier to extract; it does not guarantee a model chooses to cite it. Citation choice belongs to the model, not the markup.
ANSWERS
Which schema types matter most for AI?
Which schema types matter depends on what the page visibly contains. Use Organization or LocalBusiness for company and location pages, Product or Offer for product pages, Article or BlogPosting for editorial content, and BreadcrumbList and VideoObject where they are relevant. Markup should describe accurate facts already on the page. ye5's GEO Web audit checks your templates for missing, type-appropriate schema.
Which schema types should you add to a page?
Schema markup should describe accurate facts visible on the page (see: Does schema markup help AI visibility?). The relevant types follow the content: Organization or LocalBusiness, Product or Offer, Article or BlogPosting, and BreadcrumbList and VideoObject as relevant. Match markup to content type on your highest-traffic templates first. ye5's GEO Web audit checks type-appropriate schema .
- —A local service business with visible location facts: LocalBusiness, alongside Organization.
- —A content-heavy site with bylined posts: Article or BlogPosting.
- —A store with visible prices and availability: Product with Offer.
- —A media brand with video on the page: VideoObject.
- —Any site with a page hierarchy: BreadcrumbList.
LocalBusiness schema describes the facts on a location page
LocalBusiness schema names the facts a location page already shows, in a format machines can parse.
- —Name and address
- —Telephone number
- —Opening hours
- —Geo coordinates for map and near-me queries
- —Price range
LocalBusiness fits a location page whose facts are visible on the page itself (see: What should a local business do about AI search?).
Article and BlogPosting schema describe editorial content
Article and BlogPosting schema describe the piece's headline, author, and dates.
- —Headline
- —Author
- —Publish date (datePublished)
- —Update date (dateModified)
- —Full article body (articleBody)
HowTo and FAQPage vocabulary can describe content on the page, but their Google rich results are retired.
Clear, accurate markup of visible content is the goal for every type you add (see: What makes content citable to an AI model?).
BreadcrumbList and VideoObject describe structure and media
BreadcrumbList states where a page sits in your site hierarchy. Navigation links also show hierarchy, so BreadcrumbList is one of several signals. VideoObject carries metadata about a video, and that metadata does not replace a transcript.
- —BreadcrumbList: itemListElement, position, and name — the path from home to this page.
- —VideoObject: name, description, thumbnailUrl, uploadDate, and duration — the facts a model needs without playing the file.
FAQ
Can I confirm my schema validates?
Yes. Free validator tools check schema syntax for errors. None of them confirm an AI model reads or uses the markup — validation and consumption are different questions.
Should you add a schema type for coverage, even if it doesn't fit the page?
No. HowTo markup on a page with no steps, or Review markup with no reviews, contradicts the content it describes. Match the type to what the page contains, or skip it.