Top failure patterns
- The answer is present but buried under context-heavy intros.
- Entity and page intent are ambiguous.
- Structured data does not match visible content.
- Critical claims have no source or update signal.
Translation layer
Technically live page. Practically invisible information architecture.
Machine read
Low confidence extraction when intent and entities are mixed.
Human read
High scroll cost before seeing the usable answer.
Noise check
“Add more schema” is not a fix for unclear writing.
Hidden failure mode: Teams patch metadata first and leave page
narrative unresolved. Systems still classify low-confidence content.