Topic

AI Governance Program

An AI governance program is a formal, organization-wide framework that establishes policies, procedures, and oversight mechanisms to manage risks and ensure responsible use of artificial intelligence systems. It typically includes components such as risk assessment protocols, compliance standards, ethical guidelines, and accountability structures that span development, deployment, and monitoring of AI applications. For enterprises, a mature AI governance program is essential to mitigate legal and reputational risks, ensure regulatory compliance across jurisdictions, maintain stakeholder trust, and enable scalable AI adoption while preventing harmful outcomes.

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ResearchUS2026-06-13

Practitioner Scorecard Maps Enterprise AI Governance Controls to NIST AI RMF and ISO 42001, Filling a Board Reporting Gap

CCG Catalyst has published a practitioner guide structuring enterprise AI governance programs around policy content, human-in-the-loop standards, validation, monitoring, roles, and committee reporting. The guide provides a board-style scorecard approach and explicitly maps control expectations to the NIST AI Risk Management Framework and ISO/IEC 42001. It is designed for compliance, risk, and audit teams that need operating metrics rather than high-level principles.

NIST AI RMF ISO 42001 board reporting AI governance program compliance controls