How to Write Pages That AI Systems Can Verify

Write pages so the facts are explicit, consistent, and machine-readable. The strongest pages combine clear visible content, structured data, stable entity details, and sources that support key claims.

Core principles

Use a single, consistent entity name across the page, site, and external profiles.
State the page’s purpose and topic in plain language near the top.
Keep important facts visible in HTML text, not hidden only in scripts or images.
Match structured data to the visible page content exactly.
Include clear authorship, update dates, and contact or about information where relevant.

What to include

Identity: exact brand or entity name, category, location or service area, and concise description.
Proof: founding year, leadership, certifications, awards, client types, or other verifiable facts.
Machine-readable markup: JSON-LD structured data in the page head, using schema types that fit the content.
Consistency signals: canonical URLs, internal links to key pages, and the same entity details across profiles and site pages.
Visible trust signals: author bios, editorial standards, support details, and policy pages such as terms or privacy.

Structured data practices

Use JSON-LD rather than scattered markup.
Use Article for articles, FAQPage for FAQ sections, and HowTo for tutorials when appropriate.
Mark up only content that is actually visible on the page.
Keep datePublished and dateModified accurate and in ISO 8601 format.
Make sure FAQ answers in schema match the on-page text word for word.

Verification checklist

Validate schema with a structured-data testing tool before publishing.
Check that every important claim is supported by a reliable source or direct evidence.
Review pages regularly so stale facts, dates, and references do not linger.
Make sure the page loads cleanly, is crawlable, and uses a canonical URL.

Simple rule of thumb

A page is easier for AI systems to verify when it answers: who is this about, what is being claimed, where is the proof, and does the machine-readable version match the visible page?

If helpful, a template for an AI-verifiable page can be provided next.