compliance risk management for AI decisions

Executive Summary Most AI failures are not “model problems”—they are risk discipline failures: unclear risk appetite, weak controls, poor monitoring, and no escalation path when things go wrong. As organisations move from pilots to production (and from copilots to agents), leaders must treat AI risk like any other enterprise risk: identified, assessed, controlled, monitored, tested,...