Audit GEO & AI Search

Citation Readiness Audit

Checks whether your content is structured to be quoted and cited by AI answers.

ID
SS-AU-008
Confidence
Established · 82
Evidence
Emerging
Updated
2026-07-08

Overview

Checks whether your content is structured to be quoted and cited by AI answers.

What this audit checks

Determines how easily AI systems can extract, trust and cite your content, assessing answer-first structure, factual clarity, provenance and machine accessibility.

Extractability

  • Confirm key questions are answered directly in the opening lines
  • Check content uses clear headings, lists and self-contained statements
  • Verify claims are stated concisely enough to be quoted verbatim
  • Confirm each page carries one unambiguous primary answer

Trust and provenance

  • Confirm facts are supported by sources, data or original evidence
  • Check named authorship and clear publication and update dates
  • Verify statistics are attributed and verifiable

Machine accessibility

  • Confirm AI crawlers are permitted to access the content
  • Check content renders server-side without interaction
  • Confirm relevant schema reinforces the facts on the page

Answer alignment

  • Compare your answers against those AI currently surfaces for the query
  • Identify questions where your content is thinner than the cited source
  • Confirm your framing matches how the question is actually asked

How to score it

What good looks like

Recommended next steps

    Apply the method Citation Engineering Framework Framework See the wider capability Citation Engineering Capability

Where this fits - and what's next

The SearchScore path from a problem you feel to visibility you can measure.

    Problem Spot the pattern Method Pick the framework Do it Follow the guide Check Run the checklist Score Interactive audit TrackSearchScore Tracker StartFree audit →