Evidence-based documentation of displacement, omission, and misinformation events.

Comparative exposure metrics against sector, geography, and competitor profiles.

Structured reporting for audit committees and board-level oversight.

Alignment with EU AI Act, NIST RMF, ISO 42001, and GCC misinformation provisions.

Corrective pathways, tracked closure, and validation against regulatory standards.