AI Governance Playbook

The AI Governance Playbook by the Council on AI Governance (CAIG) is a comprehensive, actionable guide designed to help executives and practitioners implement responsible AI across their organizations. Developed in alignment with global frameworks like the EU AI Act and the NIST AI Risk Management Framework, the playbook offers a clear, practical structure for embedding AI governance into business operations, decision-making, and culture.

This playbook breaks governance down into twelve concrete directives spanning four focus areas: strategy, risk and compliance, workforce readiness, and operational management. Each directive includes guidance on aligning people, processes, and tools to ensure AI is used ethically, safely, and effectively.

At its core, the playbook promotes an integrated approach: it encourages organizations to link AI governance to broader corporate strategy, conduct thorough assessments and monitoring, build foundational AI literacy across roles, and ensure responsible procurement and oversight of AI systems. It emphasizes executive sponsorship, cross-functional coordination, and continuous iteration.

The playbook also addresses emerging challenges, from autonomous agents and data bias to shadow AI and change fatigue, while offering real-world tactics like dashboards, procurement rubrics, communication strategies, and career pathway design.

Whether you’re a C-suite leader, compliance officer, or program manager, the CAIG Playbook offers a usable blueprint for turning AI governance from a compliance exercise into a strategic advantage. It is intended to be adapted and evolved in tandem with fast-moving regulatory and technological landscapes.

Organizations can also access complementary offerings, including tailored training, assessments, and policy templates via CAIG, making this not just a playbook, but a launchpad for building trustworthy, human-centered AI ecosystems.