Inadequate GenAI governance leads to reputational and regulatory risk. Overly restrictive governance stifles innovation.
Four Pillars
- Use case classification by risk profile
- Model risk management adapted for foundation models
- Output monitoring for hallucinations, bias, and policy violations
- Human oversight calibrated to risk
Organization
Governance requires cross-functional ownership across technology, legal, compliance, and business teams — not just a technical checklist.