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AI Citation Readiness

AI Citation Readiness is a watchlist of prompts where an AI engine cites one of your competitors and not you, ranked by how much each one is worth fixing.

What each row shows

  • The prompt and its estimated AI search volume.
  • Competitors cited in the AI answer for that prompt.
  • Your page that best matches the prompt, with a confidence level based on how many of the prompt's words the page covers.
  • Why it's actionable: the structured data your page is missing or has broken. When the structured data is already fine, we list what we can see on the page itself (for example word count, whether the title and H1 use the prompt's words, the meta description, internal links, and whether a question prompt has an FAQ or how-to answer).
  • A recommended fix, including a ready-to-use structured data snippet where relevant.

What it does not do

We don't crawl or inspect competitors' pages, and the row text isn't written by AI. Every statement comes from data we measured on your own site, so you can check it.

Structured data and content help AI engines understand and quote a page, but they don't guarantee a citation. Authority and freshness matter too, and we don't measure those here.

Plans and data

AI Citation Readiness is available on Pro and Enterprise. It uses your latest AI Visibility results and your latest completed audit, so run an audit after you make changes to see them reflected.

Still stuck? Contact us and we'll help.