2.1 Module 2 · AI Governance & Policy

Why Governance Before Scale

Examine real-world failures where organisations rushed AI adoption without governance frameworks — and calculate how exposed your own organisation is right now.

Governance Gap Calculator Case Study Analyser

Governance Gap Calculator

Review three real-world case studies of AI gone wrong, then assess your own organisation across eight governance dimensions to reveal your risk level.

Your Governance Gap Score

Rate your organisation on each dimension. Be honest — this is for internal assessment only.

Key insight: Every case study follows the same pattern — rapid adoption, missing guardrails, costly remediation. The average cost of an AI governance failure is 5–15x more than the cost of establishing governance frameworks before scaling.

Case Study Analyser

Analyse four industry case studies. For each, identify the root cause, missing governance pillar, cost category, and preventive measures — then compare your analysis with expert assessments.