Detect and redact UAE-specific personally identifiable information in model inputs or outputs. Covers Emirates ID, passport numbers, UAE mobile numbers, IBANs, and name + financial data combinations.

Regulatory basis: PDPL Article 12 · DIFC Data Protection Law

Route low-confidence model decisions to human review rather than auto-executing them. Define the threshold per model and outcome type.

Regulatory basis: DIFC Regulation 10 §5.1 — Human oversight

Enforce required fields, reason codes, or output structure on model decisions. Ensures credit declines include reason codes and fraud blocks meet documentation requirements.

Regulatory basis: CBUAE Model Risk Guidance · DIFC Reg 10 §4

Detect abnormal spikes or drops in model call volume that may indicate a data feed issue, replay attack, or unintended usage context.

Regulatory basis: CBUAE Model Risk Guidance — Operational controls

Assert that model inference requests originate from approved deployment environments and flag requests from unexpected sources.

Regulatory basis: PDPL Data Localisation · DIFC DPL §14