AI Schema Audit — Example Report Run Your Own Audit →
📋 Example Report — Demo Data

AI Schema Example: 74/100 with 11 Hallucination Risks Flagged

This example shows the AIWebPageSEO AI Schema Audit for a SaaS marketing site. AI Schema Score is 74 of 100. 92% of pages have JSON-LD but 38 critical fields are missing across page types, 11 entity references are ambiguous and create hallucination risk in AI engines, and 12 authors lack proper Person objects with knowsAbout signals.

AI-Aware Schema Audit — saas.example.com via JSON-LD + AI fact-check · Demo Report
74
AI Schema Score
/100
92%
Pages with JSON-LD
38
Missing AI fields
Across page types
11
Hallucination Risks
Vague @id refs
6
Entity Types
100%
Org schema
Sitewide
AI-Critical Schema Fields by Page Type
Page typeRequired for AICoverageStatus
Articlesauthor (Person), datePublished, dateModified, mainEntityOfPage84%⚠ 22 pages missing dateModified
Productsname, sku, brand, offers, availability, aggregateRating91%✅ Strong
FAQsQuestion + acceptedAnswer with single string answer (not nested)78%⚠ 14 FAQs over-nested
HowToname, step (HowToStep with text + image)62%🔴 Missing images
Organizationname, url, logo, sameAs (social profiles)100%✅ Complete
Person (authors)name, jobTitle, sameAs, knowsAbout34%🔴 12 authors missing
Hallucination Risk — Ambiguous Entity References
@id

Article author uses string instead of Person object (12 pages)

Blog articles list "author": "Jane Smith" with no Person @id. ChatGPT and Claude cannot link the same Jane Smith across articles — risk of attribution errors. Convert to Person object with @id, name and sameAs links.

@id

Product reviewedBy missing @id (8 PDPs)

Review objects on PDPs use string author "TrustedSource" — AI cannot verify the reviewer. Add Organization or Person @id to enable trust evaluation.

DATE

Stale dateModified on /docs/* (47 pages)

Doc pages show dateModified from 2024 even though content was rewritten in 2026. AI engines lower weight on stale-looking content. Wire dateModified to actual last-edit timestamp.

Recommended Person Schema (for top author)
Add to author page + reference from articles
{
  "@context": "https://schema.org",
  "@type": "Person",
  "@id": "https://aiwebpageseo.com/authors/jane-smith#person",
  "name": "Jane Smith",
  "jobTitle": "Head of SEO Research",
  "knowsAbout": ["Technical SEO","Core Web Vitals","Structured Data"],
  "url": "https://aiwebpageseo.com/authors/jane-smith",
  "sameAs": [
    "https://linkedin.com/in/janesmithseo",
    "https://twitter.com/janesmithseo",
    "https://github.com/janesmithseo"
  ]
}

Related Demo Reports

📐
Schema Builder
Build JSON-LD
🔬
Schema Debugger
Validate JSON-LD
🤖
AEO Checker
AI visibility
📄
llms.txt Builder
AI policy file

Run AI Schema Audit on Your Own Site

Get your real AI-aware schema audit with field coverage by page type, hallucination-risk diagnostics and ready-to-paste fixes.

⚡ Run Free Audit View Plans