What security controls are required for AI in law enforcement environments?

AI for public safety deployments require structured logging, defined data retention policies, role-based access controls, secure hosting environments, and strict separation between training data and operational data. Agencies must also evaluate compliance alignment with CJIS standards and internal policy governance frameworks before implementation.