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Content Evaluation

Content Evaluation helps you check if a page of yours answers a specific question, for a specific audience - so AI can find it and cite it.

What it does

AI Search engines build their answers by pulling from pages that clearly and directly answer the exact question being asked, for the audience asking it. Content that isn't structured this way is far less likely to be selected as a source, regardless of how well it ranks in traditional search.

Content Evaluation checks a single published page against a single question, for a specific audience, and tells you whether it meets that bar — and what to fix if it doesn't.

Why it matters for AI visibility

Improving a page against this criteria increases the likelihood it gets pulled into AI-generated answers about your brand, not just how it performs in a traditional search results page.

How it works

Provide:

  • A public page URL — yours, or a competitor's

  • One key question — the single question a reader should be able to answer from this page

  • An audience persona — or General audience, if you haven't set one up

Content Evaluation reads the full page the way an LLM encountering it would, then checks its own conclusions against the actual content on the page before returning a result.

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