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Governance Structure Clarity

Implicit Governance Is a Governance Failure Waiting to Happen

Governance Pace and the Authority to Say No

Multi-Disciplinary Composition and Accountability Mechanisms

Assessment Dimension 2 — Multi-Disciplinary Composition

Assessment Dimension 3 — Accountability Mechanisms That Have Teeth

The Pre-Deployment Safety Case and Revalidation

Assessment Dimension 4 — The Pre-Deployment Safety Case

Pillar Five — Accountability and the Safety Case

Module Summary and Practitioner Questions

Governance Theatre — Eight Warning Signs and the Vendor AI Blind Spot

Pillar Five: Governance and Accountability. Explicit governance structures, multi-disciplinary composition, named individual accountability with real consequences, and the pre-deployment safety case that makes accountability enforceable.

At a financial institution, an AI system produced a series of incorrect outputs affecting significant numbers of customer decisions. The risk committee convened.

Module 8: Pillar Five — Governance and Accountability

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