Structured data describes content in a machine-readable form. It should agree with what a visitor can see. It is not proof of expertise and does not guarantee AI citations.
Start with a consistent company identity
Use one stable Organization identifier across the site. Reference it from service and editorial schema instead of creating contradictory company nodes. Include only confirmed facts; omit unverified legal names, offices, registration details and opening hours.
A minimal Iyara example is:
{
"@context": "https://schema.org",
"@type": "Organization",
"@id": "https://www.iyaralabs.com/#organization",
"name": "Iyara Labs",
"url": "https://www.iyaralabs.com",
"logo": "https://www.iyaralabs.com/assets/logo-black.webp",
"email": "info@iyaralabs.com",
"sameAs": ["https://www.linkedin.com/company/iyaralabs"]
}
The social link must identify the actual company. Do not add arbitrary high-authority websites to sameAs. Update facts centrally so mobile and desktop cannot disagree.
Match type to content
Use Service for a genuine service, Article for editorial content and BreadcrumbList for the visible hierarchy. Add Product, Offer, Review or LocalBusiness only where their meanings and factual requirements fit.
Do not invent reviews, ratings, credentials or offices to complete optional fields. An unknown author is an editorial dependency, not permission to assign a founder.
Validate syntax and meaning
- Parse the JSON-LD as JSON and check escaping.
- Use the Schema.org validator for vocabulary checks.
- Use Google’s Rich Results Test for supported search features.
- Compare names, URLs, prices, dates and FAQs against the rendered page.
- Check the initial server response and native mobile route, not only a browser after hydration.
- Re-run checks when content or catalog pricing changes.
A syntactically valid graph can still contain false facts. Conversely, no eligible rich result in Google’s test does not mean every Schema.org type on the page is invalid.
Distinguish vocabulary from search features
Google has retired FAQ rich results, and its HowTo announcement documents the end of that feature. Do not sell those types as a guaranteed search enhancement or an AI citation mechanism.
Google’s general structured-data policies are the appropriate reference for accuracy and content alignment.
Keep dates and evidence honest
Change dateModified when substantive content changes, not on every build. Preserve publication history. Keep raw client evidence private until permission and redaction are complete. Validate article attribution before publishing.
AI Visibility Engine includes structured-data work as part of a broader website foundation, not a standalone ranking trick. Read the AEO basics, measurement methodology, and Dubai service scope.