Often Missing SkillsRegulatory ImplementationOperational ControlsModel MonitoringVendor Risk ManagementInternal Audit ReadinessChange Management
Development SuggestionsBuild a repeatable governance operating model with clear owners, checkpoints, and evidence. Practice turning legal requirements into simple controls that engineering teams can adopt. Create a monitoring plan for high impact models and run tabletop exercises for AI incidents. Partner with procurement and security to strengthen vendor reviews. Prepare an audit ready set of artifacts such as policies, risk assessments, and decision logs.