How AI Evaluates Written Content-Menu-Cluster

AI evaluates written content by extracting meaning and checking whether that meaning stays consistent across a site.

It is not primarily looking for “keyword placement.” It is looking for clarity, agreement, and reusable explanations.


Signals AI Uses to Evaluate Content

  • Clear definitions: what something is, stated plainly
  • Boundaries: what it is not (to reduce ambiguity)
  • Consistency: does the site repeat the same meaning across pages?
  • Structure: headings, sections, and readable organization
  • Internal links: do pages reinforce a coherent topic system?

Common Failure Modes

  • Vague claims without definitions
  • Contradictory explanations across pages
  • Overly promotional language that changes meaning
  • Pages written to “cover keywords” rather than explain a concept