Grant Thornton's 2026 AI Impact Survey, the AICD/HTI Director's Guide to AI Governance, and a March 2026 Meta AI agent incident all point the same way: organisations scaling AI without a standardised, risk-based assessment framework can't explain or defend their decisions when it matters.