Current methodology · content interpretation

AI Content methodology

AI Content assesses whether an AI reader can understand the page, extract and summarize its answer, preserve qualifications, and act without inventing support or trust claims.

What this category checks

  • Comprehension, answerability, and summary fidelity.
  • Claim support, completeness, qualifications, integrity, and scope.
  • Actionability and observable credibility signals without declaring a person or organization trustworthy.

Machine access, robots controls, canonical identity, metadata syntax, and structured-data validity are technical checks owned by AI Discoverability.

Active immutable version

The current AI Content rubric is ai-content-rubric-v1.

Read the immutable ai-content-rubric-v1 methodology.

Stable and versioned URLs

Use this stable URL for the current methodology and the immutable URL when explaining a specific scan. Changing the active pointer cannot change a historical result.

Return to the four-category Page Scan checks overview.