Executive summary
A bank has AI pilots in business units, vendor products with embedded models, employee use of public tools, and existing model-risk practices that do not cover every generative or decision-support use. Leaders need visibility without creating a process teams will bypass.
The illustrative target is a risk-tiered operating model that connects policy to use-case intake, inventory, data, security, model and vendor review, validation, approvals, workflow controls, monitoring, incidents, changes, and executive reporting.
Create an enterprise inventory
Capture purpose, owner, users, affected populations, decision impact, data, model, vendor, environment, autonomy, human role, deployment, risk tier, approvals, monitoring, and status.
Apply tiered lifecycle requirements
Scale testing, validation, explanation, human review, security, privacy, compliance, vendor evidence, monitoring, and approval according to material client and institutional impact.
Embed controls in use
Enforce access, grounding, policy boundaries, prohibited actions, reason and source display, review, overrides, logging, escalation, customer communication, and incident response.
Build monitoring and change control
Track data and model drift, quality, unsupported output, segment effects, overrides, complaints, incidents, policy exceptions, vendor and model changes, outcomes, issues, and remediation.
Illustrative program measures
- Inventory coverage and unapproved-use resolution
- Risk-tier review and approval cycle time
- Validation, monitoring, issue, and remediation status
- User adoption, override, incident, complaint, and policy-exception trends
- Business outcomes and controls linked to each material use
From framework to accountable action
Actual rollout depends on the current model-risk program, AI use inventory, policies, vendors, data, security, staffing, and regulatory interpretation. Governance does not replace accountable business and compliance decisions.
Cicrim helps banks operationalize AI policy, data and model governance, controls, validation, monitoring, third-party oversight, evidence, and executive reporting.
