Operations
Operations & Maintenance Pack
Post-deployment monitoring, incidents, policy refresh, training, and reporting. The practices that keep a council effective over time.
Councils that only do approvals eventually die. Councils that maintain living governance (monitoring deployed systems, managing incidents, refreshing policies, training the organization, and reporting on program health) stay valuable.
In This Section
- Monitoring: Post-deployment monitoring and periodic review
- Incidents: AI incident and near-miss management
- Policy Refresh: Keeping policies current as technology, regulation, and the organization evolve
- Training and Literacy: Building AI literacy across the organization
- Reporting: Annual and quarterly reporting on the AI governance program
- Council Health Check: A maturity model and self-assessment for evaluating your program
Sources
This pack draws on the EU AI Act's literacy obligations, Google's post-launch lifecycle, Microsoft's annual transparency reporting, and the US DOJ's annual inventory discipline.