A transparency disclosure is a notice that tells users content was generated, edited, or assisted by AI, or otherwise altered under a policy or legal requirement. It is a provenance signal: it does not prove the content is true, but it helps audiences understand how it was produced. Disclosures may appear as labels, metadata, or embedded credentials attached to text, images, audio, or video.
In cyber security, transparency disclosures matter because attackers often use synthetic content to scale phishing, impersonation, fraud, and social engineering. A clear disclosure can help analysts, moderators, and end users spot machine-assisted material and apply extra scrutiny. Defenders also use disclosures in publishing workflows to meet compliance requirements and to separate legitimate automation from deceptive manipulation. By making origin and assistance visible, transparency disclosures reduce ambiguity and support trust, review, and incident response.


