audit console · deterministic

Will AI engines cite this site?

A scored audit of retrieval-and-citation readiness for ChatGPT, Perplexity, Google AI Overviews and Claude: nine dimensions, exact evidence, no fabricated numbers.

Makes at most 10 polite requests to your site as geo-audit/1.3 · respects robots.txt · no LLM calls
Where this sits

Every site is somewhere in this loop. willaicite is the audit stage: run it above and the report comes back with the fix list. fullbuild.ai is the practice that built this auditor, and it works the rest of the loop.

Built at fullbuild.ai →
auditing0.0s
    Overall
    /100
    Nine dimensions
    Fix first, by impact per effort
      After the audit

      Hand it to fullbuild.ai →
      Limitations