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What risks arise when AI-generated schema invents reviews, ratings, or credentials?

Schema Governance Search Visibility Structured Data
1Answer 0Helpful 15Views Oct 16, 2026Asked
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Our content engine can generate rich JSON-LD automatically. Which properties require stronger editorial controls?
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0 reputation · 0 solved · answered Oct 16, 2026
Require source-backed fields for ratings, review counts, awards, certifications, prices, availability, addresses, and named professionals. Never synthesize testimonials or aggregate ratings from invented examples. Keep structured fields synchronized with visible page data and authoritative source records, with validation and approval before publishing. Reject unsupported values rather than filling gaps with plausible guesses. Audit outputs after source updates and record what changed. Incorrect markup can mislead customers and create search policy risks even when the JSON-LD parses successfully.
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