AI auditAI Audit Hallucination Controls
AI audit hallucination controls prevent unsupported generated statements from being treated as evidence, criteria, citations, calculations, or conclusions.
AI auditAI Audit Overreliance Safeguards
AI audit overreliance safeguards keep auditors responsible for scoping, evidence evaluation, judgment, challenge, and conclusions even when AI performs analysis or drafting.
AI engineering assuranceAI Configuration Reproducibility
AI configuration reproducibility means an authorized team can recreate the relevant model build or runtime behavior from recorded code, data references, parameters, dependencies, prompts, and infrastructure settings.
AI controlsAI Control Monitoring
AI control monitoring observes whether preventive, detective, and corrective controls remain active, correctly configured, sufficiently covered, and effective as systems change.
AI data securityAI Data Lifecycle Security
AI data lifecycle security protects information during collection, labeling, storage, use, sharing, retention, and deletion.
AI resilienceAI Deactivation and Contingency Controls
AI deactivation and contingency controls let an organization pause, limit, localize, roll back, or replace an AI capability when risk exceeds tolerance.