INTERACTIVE DEMOS

GEO Demo Pages

Real testable pages demonstrating good vs bad AI-readiness setups — audit any of them with Hidden Layer.

GOOD

Product Page (Good)

Full Schema.org Product markup, OG tags, rich review data

Expected score:75–90/100
BAD

Product Page (Bad)

No structured data, missing meta tags, thin content

Expected score:15–30/100
GOOD

Article (Good)

NewsArticle schema, author, datePublished, FAQPage

Expected score:70–85/100
BAD

Article (Bad)

No schema, missing author, no dates, no OG

Expected score:10–25/100

What do these pages test?

Each audit checks dozens of signals across discoverability, bot access, structured data, and AI visibility. Here are the six core signals these demo pages are designed to demonstrate:

📄
llms.txt
Machine-readable file listing your most important pages for LLM crawlers.
🏷
JSON-LD Schemas
Structured data (Product, Article, FAQPage, BreadcrumbList) that lets AI parse your content precisely.
📢
Open Graph
og:title, og:description, og:image — how your content appears when AI systems summarise pages.
🤖
robots.txt
Which AI bots are allowed to crawl: GPTBot, ClaudeBot, PerplexityBot, and 9 others.
🔗
Structured Data
Schema.org entities with @id, sameAs links, and nested objects like AggregateRating and Offers.
✅
Bot Access
Confirming AI training and search bots are not blocked — the prerequisite for any GEO signal to matter.