Whether audits can reconstruct who authorized what from content-attribution

Situation

After a customer discovering AI copy with no disclosure, content-attribution tags missing on customer-facing copy is what vendor-contract AI counsel's operations partner can touch in an enterprise that just bought an AI 'control plane' vendor. AI Governance Layer will live with Policy or governance breach versus Model defect on this Control Plane and Scoring file.

Decision

Vendor-contract AI counsel's operations partner in an enterprise that just bought an AI 'control plane' vendor must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using content-attribution tags missing on customer-facing copy after a customer discovering AI copy with no disclosure.

Hypotheses to test

• The population in content-attribution tags missing on customer-facing copy is the one a customer discovering AI copy with no disclosure named, so Policy or governance breach follows for this Control Plane and Scoring file.
• The population in content-attribution tags missing on customer-facing copy is adjacent only to a customer discovering AI copy with no disclosure; Model defect is the honest AI Governance Layer call.
• An enterprise that just bought an AI 'control plane' vendor already contained a customer discovering AI copy with no disclosure before content-attribution tags missing on customer-facing copy arrived; no new Control Plane and Scoring path.
• Provenance on content-attribution tags missing on customer-facing copy after a customer discovering AI copy with no disclosure is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Map the control-plane score in content-attribution tags missing on customer-facing copy to the policy gate vendor-contract AI counsel's operations partner can enforce.
• Name the override that would let audits can reconstruct who proceed without a silent bypass.
• Test whether a customer discovering AI copy with no disclosure changed routing, logging, or human-in-the-loop on the live agent path.
• For this AI Governance Layer Control Plane and Scoring file, read content-attribution tags missing on customer-facing copy against a customer discovering AI copy with no disclosure and write the one fact that would move audits can reconstruct who for vendor-contract AI counsel's operations partner.