How Often Should a Board Review AI Risk?

Why cadence is a design decision, not a fixed interval

The right review frequency depends on how fast your AI exposure changes. Set the schedule deliberately, record why you chose it, and confirm any regulatory requirements against primary sources.

The three tiers of review

A board review cadence combines three complementary tiers rather than relying on a single interval.

Candidate triggers for out-of-cycle board review

• A new agent deployment that acts on sensitive systems or data, or that has write access to production services
• A material change to a model or to the tools and integrations an agent can call
• A security incident involving an AI system or agent
• A policy violation that is repeated, severe, or involves protected data
• A change in applicable regulation or a regulator inquiry
• A control failure, such as missing audit logs or an unreviewed permission expansion

What belongs at board level and what stays with management

Scheduled reviews address AI risk posture, decisions, and risk appetite, and documented triggers bring specific changes or incidents to the board. Continuous runtime telemetry is aggregated into management reporting and a board-visible dashboard that the board can consult between meetings.

Making continuous reporting and auditability practical

Continuous reporting depends on records such as policy enforcement, agent permissions, and audit logs. The recommendations below cover the dashboard, ownership, and evidence the board relies on.

Putting the cadence in place

• Document the cadence and its rationale: Record the intervals, triggers, and the risk factors that justify them in the committee charter or governance policy, and review them at least annually.
• Define triggers with thresholds: Specify what counts as material, who decides, and how quickly the board is notified, so escalation does not depend on individual judgment.
• Standardize the board dashboard: Fix a small set of indicators with stable definitions and a traceable path to underlying records.
• Assign clear ownership: Name who prepares reports, who escalates, and who follows up on board decisions.
• Keep evidence of oversight: Retain agendas, reports, minutes, and action tracking so you can show that reviews occurred and led to decisions.
• Re-test the cadence after change: Revisit frequency when autonomy, tool access, or the regulatory position changes materially.