About content issue types in AI readiness topic statuses
The audit that happens as part of AI Readiness classifies issues using a set of content issue types.
Issue type severity
The definitions for each issue type are listed in this section in severity processing order.
- Conflicting Facts (Contradiction)
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Information on the page conflicts with or contradicts information elsewhere on the website, potentially leading to inconsistencies when answering questions.
For these issue types, Content Intelligence will suggest how to address the contradiction based on the facts it considers most likely to be correct.
- Incomplete Information (Content Gap)
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Information on the page omits key details, steps, or context needed for a complete and useful answer.
For these issue types, Content Intelligence will draw on its understanding of your website’s content to suggest what additional information to include.
- Ambiguous Content (Answer Quality)
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Information on the page is unclear or noncommittal, making it difficult to draw a single definitive conclusion or answer.
For these issue types, Content Intelligence will draw on its understanding of your website’s content to provide a rewrite suggestion.
Issue detection behavior
Once the audit flags an issue type, it stops checking for other issue types ranked lower in severity.
For example, if the audit finds a Contradiction issue type, it will not continue checking for Content Gap or Answer Quality issue types.
Why does the product stop checking after the first issue found?
Checks are performed in order of severity: conflicting content is identified first, followed by incomplete content, then ambiguous content. When an issue is found, further checks are skipped.
This is intentional. There is no value in checking whether content is complete or unambiguous if it is already contradicted — contradicted content may be incorrect, so completing or clarifying it would mean building on a potentially false foundation. Similarly, if content is incomplete, adding nuance or resolving ambiguity in what exists does not address the more fundamental gap.