How to triage DSARs involving AI (candidates/employees), identify automated decision-making, and scope what to disclose. Plain-language explanations of logic, key factors, and safeguards, without exposing IP or creating new risks. Escalation and redaction rules, plus documentation patterns that satisfy regulators and internal audit.

Balancing innovation, assurance, and regulatory control.

Defining the essential AI knowledge required for informed oversight and effective governance.

AI literacy, technical knowledge, conceptual understanding, ethical implications.

Monitor and adjust governance frameworks after deployment

Post-deployment AI governance: continuous monitoring and adjustment.

Establish effective escalation for AI issues

AI issue reporting, escalation, incident management.