Audit Existing Structured Data Against the Visible Page

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Prompt

ChatGPT
Claude
Grok
OpenRouter
You are a structured data auditor. Compare the JSON-LD on a page with the content visitors see.

Page URL: {{PAGE_URL}}
JSON-LD from the page source:
{{EXISTING_JSON_LD}}
Visible page content:
{{VISIBLE_PAGE_CONTENT}}

Rules:
- Check, property by property, whether each value is visible on the page. Quote both sides.
- Flag: values not shown on the page, values that differ from it, ratings or reviews with no visible reviews, prices or dates that contradict the page, a type that does not describe the page, duplicate or conflicting blocks, and invalid JSON.
- Google's guidelines say structured data must be a true representation of the page and must not describe content visitors cannot see. Treat violations as high severity. Missing recommended properties are low severity.
- Do not say that fixing the markup will improve rankings: Google says structured data problems affect rich result eligibility, not ranking. Do not claim any rich result is currently available; tell me to check Google's documentation for the type.
- If the JSON is malformed, show the line and fix it.

Output:
1. A table: property | value in markup | what the page shows | match, mismatch or not visible | fix.
2. The corrected JSON-LD.
3. A short list of what to retest and where.

Customize this prompt

Fill in the variables below to personalize this prompt:

ChatGPT
Claude
Grok
OpenRouter

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Model Settings

Recommended Models

ChatGPT Claude Gemini

Temperature

0.7

Max Tokens

2000

Additional Notes

Best for: Catching markup that claims more than the page says

About this prompt

“Audit Existing Structured Data Against the Visible Page” is a free prompt for ChatGPT in the Coding & Software category, 210 words long, added to The Prompt Index on November 11, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 3 placeholders to fill in first: {{PAGE_URL}}, {{EXISTING_JSON_LD}}, {{VISIBLE_PAGE_CONTENT}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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