Disclosure and Embedded Provenance Become Operational Creator Requirements

Visible disclosure, consent and licensing records, process documentation, provenance metadata, verification, and human review are increasingly preferred to detector-only claims. The latest marketing-automation reading reinforces approval checkpoints, consent, stop rules, policy compliance, and transparent AI-use practices for generated customer communications.