How to Assess AI Governance During an Executive Immersion
Inspect AI governance in practice through system ownership, evaluation records, change approvals, user complaints and incident response exercises.
AI governance becomes visible when a team has to approve a change, investigate a complaint or stop a system. Ask for the operating record behind the policy: who made a decision, what evidence they reviewed and what happened afterwards. A published principle is useful context, but it does not show that the control operates.
What to evaluate
Accountability
Identify named owners for use cases, models, data, controls and incidents.
Evaluation
Inspect pre-release tests, monitoring thresholds and independent challenge.
Lifecycle control
Follow approval, versioning, change, retirement and record-keeping.
Human impact
Examine escalation, explanation, contestability and affected-user feedback.
Worked evaluation exercise
The following is an illustrative assessment exercise, not a reported customer result.
Choose one model update and trace it from proposed change to evaluation, approval, release and monitoring. Ask how the team would detect a regression and who can reverse the deployment. Use an anonymised complaint to examine escalation and accountability. Compare the answers with the organisation's stated policy, then record gaps that need verification. The purpose is to assess the governance process, not to award a compliance certification during a visit.
Questions for the operating team
- Who can stop deployment and on what evidence?
- Which risks are monitored continuously rather than at launch?
- How are third-party models included in the control environment?
Warning signs
- Principles without operating procedures.
- Risk registers disconnected from product teams.
- No evidence of post-deployment review.
Planning the visit
Use these questions to scope an industry-focused China AI program. Agree which records and operating workflows can be examined before confirming meetings; host participation and access require confirmation. Our research method explains how we structure the brief and follow-up.
References and scope
These references provide policy or risk-management context. They do not independently verify a host's performance or the illustrative exercise above.