From the government document to an operation that works every week

It's the stable way to deliver decisions, support, and controls for AI. It can be a small, federated team or a more formal role. Define services, roles, forums, processes, and metrics; You don't need to create separate bureaucracy if the organization already has architecture, security, and change management in place.

Business responds to purpose and value; IT by architecture and operation; security and privacy by controls and risk; legal interpretation and contracts. Specific limits are documented in a RACI matrix, including who approves exceptions and who accepts residual risk.

Integrating it into the registration, change and withdrawal processes, with minimum and responsible fields. Platform information is automated when useful and is regularly validated. A manual catalog disconnected from the life cycle quickly becomes obsolete.

Case usage and value, quality, errors, blocked actions, incidents, latency, consumption, and cost, as well as expired accesses and reviews. Not all indicators apply to all assets. The chart distinguishes operational health from business impact.

Enough to rebuild an execution, detect degradation, and act without logging unnecessary sensitive data. They include errors, latency, consumption, version, tools, and security events. Alerts have threshold, owner, and action; if no one can respond, they only generate noise.

They are categorized by impact: minor changes follow a light flow, and those that affect data, permissions, model, or actions require evaluation and testing. The previous version, results and approval are recorded. An urgent route with subsequent review is also defined.

Severities, channels, managers, times and dependencies are agreed according to criticality. Runbooks cover containment, diagnostics, rollback, and communication. Then the cause is analyzed and improvements are incorporated into tests, controls or documentation.

Purpose, owner, architecture, sources, permissions, deployment, monitoring, recovery, and relevant decisions. The runbook prioritizes executable actions over failures. Documentation is reviewed with changes and drills; It is not measured by volume, but by its usefulness.

According to criticality, changes and requirements. Critical asset accesses can be reviewed quarterly or in the event of events; others, less frequently. New vendors, models, or integrations advance the review. The calendar includes owner and evidence.

Managers need decisions, risk and responsibility; IT and security, architecture, evaluation and operation; makers, data, permissions, standards and publishing. The training uses real cases and tools, and is updated with incidents and changes in the governance model.