Define ownership and decision rights first
Before rollout, assign who can approve agent behavior changes, who can access logs, and who is accountable for incidents. Governance fails fastest when ownership is ambiguous.
Insights
AI Agent Risk and Governance for NZ Teams
Effective AI agent programs balance speed with controls, including role boundaries, approvals, monitoring, and incident response playbooks.
Separate low-risk and high-risk workflows
Start with assistive tasks such as drafting and data triage. Keep financial decisions, regulatory actions, and customer-facing commitments behind explicit human approval.
Monitor with practical controls
Use audit logs, anomaly alerts, and a documented rollback path for every production workflow. Incident response should define containment steps and communication ownership.
Governance baseline checklist
- Role-based access controls for prompts, tools, and data sources.
- Approval gates for any action with customer or financial impact.
- Versioned prompt and policy changes with audit history.
- Quarterly risk review of failure modes and response readiness.