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Disclaimer

Important limitations on what an audit score means.

Last updated: 2026-07-30

Audit results are diagnostic

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.

What the audit measures

The audit evaluates article-level citation readiness — the visible structure, clarity, evidence placement, and trust signals of a finished article — against the GEO Article Writing Standard. It does not access, predict, or control how any external AI or search platform behaves.

Human verification

Some findings require human confirmation, such as the authenticity of quotes, credentials, statistics, and sources. The audit flags these items but cannot independently verify them. You are responsible for confirming factual accuracy before publishing.

No professional advice

Audit results are informational and do not constitute legal, compliance, medical, financial, or other professional advice.

Contact

Questions about this disclaimer can be sent through our Contact page.