5. Cite

Crawl-to-Citation Method

The Crawl-to-Citation Method is AISEOExpert.co's six-stage framework for SEO and AI search, Access, Understand, Trust, Retrieve, Cite and Convert, each with a deliverable and a measure.

Published

The Crawl-to-Citation Method is AISEOExpert.co’s six-stage framework for SEO and AI search: Access, Understand, Trust, Retrieve, Cite and Convert. Each stage asks one question, produces a named deliverable and is measured by a metric with a stated source. It is published in full on the method page.

The six stages

  1. Access. Can crawlers reach and render every key page? Crawl, rendering, indexation, Core Web Vitals, crawler policy.
  2. Understand. Do engines know what the company is and does? Entities, structure, structured data.
  3. Trust. Is there evidence that the company is who it says? Authorship, sources, dates, consistency.
  4. Retrieve. Can a passage be lifted to answer a question? Answer-first pages, question coverage.
  5. Cite. Is the site mentioned and cited in sampled answers, and described correctly? Mention, citation and accuracy rates.
  6. Convert. Does AI and search visibility reach the business? AI-referral paths, analytics, leads.

Why the order matters

Each stage depends on the one before it. A page that cannot be rendered cannot be understood; a company that is not understood cannot be cited correctly. The Diagnostic reviews all six in order so fixes are ranked against each other rather than chosen by enthusiasm.