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Topic · GEO and AI visibility
Structured data is the dial AI engines read first.
Definition
Schema.org markup is structured data added to a webpage (via JSON-LD, Microdata, or RDFa) that declares what the page is about in a machine-readable way. Schema.org is a collaborative vocabulary maintained by Google, Microsoft, Yahoo, and Yandex. JSON-LD is the recommended format in 2026.
Services that operate this topic
Service
Custom websites and landing pages built for speed, mobile-first, and conversion. with full tracking and A/B testing baked in.
Service
Optimize your brand to appear in AI-generated recommendations across ChatGPT, Gemini, Perplexity, and Google AI Overviews.
Industries that care about this
Vertical
B2B SaaS
B2B SaaS in 2026 buys through ChatGPT and Perplexity before it ever sees Google. If your brand isn't cited in AI answers, demos don't book.
Vertical
Fintech
Fintech in 2026 lives or dies on regulator-aware content and AI-citation share for regulated queries. DIFC, ADGM, MAS, SAMA — each has rules that shape what content you can publish.
Vertical
Healthcare and medtech
Healthcare in 2026 needs HIPAA-aware GEO + regulator-compliant content. Patient acquisition and provider B2B are two completely different motions.
Numbers worth knowing
Cited pages with FAQPage
64%
of cited pages in the Xpand Q1 2026 corpus
Cited pages with BreadcrumbList
81%
near-universal among cited pages
Cited pages with Dataset
7%
rare but disproportionately cited
Common pitfalls
Schema declares a FAQ block that does not appear on the page. Triggers manual penalties.
@id strings should be stable URLs unique per entity. Random or duplicate @id values break the entity graph.
Service and Person schema without sameAs back to the Organization @id leaves entities floating, hurting Knowledge Graph eligibility.
Authoritative sources
FAQ
FAQPage, Article, Organization, Person, BreadcrumbList, HowTo, Dataset, DefinedTerm, and Speakable carry the most extraction weight in the tracked corpus.
Indirectly. Schema does not boost rank but it makes the page eligible for rich results and increases extraction probability inside AI Overviews and Perplexity.
Inline JSON-LD inside a script tag is the recommended format. External schema files are not crawled by most engines.
Yes. Schema that claims facts not present on the page (spammy FAQPage) can trigger manual penalties. Validate every schema in Google's Rich Results Test before deploy.
Schema gives the LLM a structured handle on the page's entities and relationships. This shortens the reasoning path from query to citation.
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