What the Audit Examines
Nineteen rules across three sections, distilled into what matters most for AI citation readiness.
Query-Aligned Headings
Headings mirror the questions your reader would actually ask.
Direct Answers
The core question is answered immediately, not buried in setup.
Evidence Near Claims
Sources sit beside the claims they support, not in a distant list.
Expert Judgment
A visible, attributed expert view adds authority and originality.
Extractable Sections
Each section still makes sense when retrieved on its own.
Freshness Signals
Publication and last-updated dates show the material is current.
Concrete Findings
Specific figures and findings beat vague generalities.
Honest Comparisons
Real contrasts clarify the practical choice being made.
Why Article Structure Matters
Generative systems often retrieve and reuse individual passages rather than reading a page the way a person does. Clear answers, nearby evidence, visible attribution, and self-contained sections make an article easier to interpret and reuse.
No single technique guarantees citation — but strong, extractable structure removes the friction that keeps good content from being understood.
Three Steps to a Stronger Article
Upload
Upload a DOCX, PDF, Markdown, HTML, or TXT file, or paste the article.
Audit
The application evaluates the article against the GEO Article Audit framework.
Improve
Receive prioritized recommendations and a revision prompt for Claude.
Strengthen the Article Before You Publish It
Run the GEO Article Audit and see exactly what to improve.
A strong audit score does not guarantee retrieval, ranking, citation, recommendation, traffic, or inclusion by any AI or search platform. The audit measures article-level citation readiness according to the GEO Article Audit framework.