CyberArk AI Profiles leverage proprietary machine learning to transform how organizations manage user roles and permissions. Traditional role and group management is complex, error-prone, and difficult to maintain, especially as businesses evolve rapidly. CyberArk’s AI analyzes existing users, applications, and permissions to recommend optimized profiles based on real usage patterns and job functions. These profiles are reviewed and approved by appropriate application or resource owners, then automatically applied to provisioning and user access reviews. This dramatically reduces the need for manual effort, cuts down on approval tickets, and ensures least-privilege access is maintained. Importantly, CyberArk's AI operates within each customer's secure environment, using only their data without involving public models, thereby ensuring data privacy and compliance at every step.