AI assuranceAI Audit Analytics
AI audit analytics applies reproducible queries, statistics, visualizations, and anomaly detection to evaluate populations and focus testing without replacing professional judgment.
AI auditAI Audit Hallucination Controls
AI audit hallucination controls prevent unsupported generated statements from being treated as evidence, criteria, citations, calculations, or conclusions.
AI assuranceAI Evidence Chain of Custody
AI evidence chain of custody records who collected, transferred, accessed, transformed, stored, and analyzed evidence from an AI system or incident.
AI governanceAI Governance Roles and Accountability
AI governance roles assign decision rights and obligations across executives, business owners, developers, data stewards, security, privacy, legal, risk, and users.
AI transparencyAI Transparency Notices
AI transparency notices tell people when AI is used, what it does, what information it relies on, important limitations, and how to seek review or correction.
AI third-party riskAI Vendor Control Monitoring
AI vendor control monitoring evaluates whether a provider continues to meet security, privacy, resilience, transparency, and notification commitments after onboarding.