Establish risk-based change approval before deployment | AIGP
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Establish risk-based change approval before deployment: What should be added?

AIGP Understanding the Foundations of AI Governance Hard

A risk-based predeployment approval gate is the missing control for a material change to an approved insurance model.

The question

An insurer has approved a claims model through its governance process. Training data, supplier evidence, monitoring, rollback capability, and operational ownership are adequate. A proposed model update changes feature engineering and may alter claim recommendations, but the current workflow has no defined approval gate for material changes. What should be added?

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  1. Create an independent review committee for every model change.
    Independent challenge may be valuable for selected changes, but mandatory review of every change is broader than the identified material-change gap.
  2. Require operational owners to document the update.
    Documentation improves traceability, yet it does not require authorized review or a deployment decision for a consequential model change.
  3. Repeat the model’s original performance test.
    Repeating testing supplies evidence, but without an approval gate the organization still lacks a controlled decision for the material update.
  4. Establish risk-based change approval before deployment. ✓
    A risk-based approval gate directly links material changes to authorized review and deployment decisions while using existing testing and monitoring evidence.
The trap
When a material change lacks authorization, choose the change gate, not merely another test or documentation step.

How to remember it

A risk-based predeployment approval gate is the missing control for a material change to an approved insurance model.

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