Scale governance controls to organizational resources | AIGP
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Scale governance controls to organizational resources: What missing governance adjustment is most direct?

AIGP Understanding the Foundations of AI Governance Medium

Governance should remain effective while being proportionate to the insurer’s resources, context, and identified risks.

The question

A small insurer uses AI to prioritize claims for adjuster review. It has documented accountable roles, an escalation route, legal review, human review, and executive sponsorship, but limited staff and budget. The governance plan applies identical committee procedures used by a large insurer, delaying claims work without adding identified controls. What missing governance adjustment is most direct?

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  1. Retain the large-insurer committee structure.
    Retaining disproportionate procedures preserves unnecessary burden and does not align governance effort with organizational resources and risk.
  2. Transfer governance responsibility to the vendor.
    Vendor involvement cannot eliminate the insurer’s governance duties, particularly for deployment decisions affecting claims operations.
  3. Scale governance controls to organizational resources and risk.
    Proportionate governance preserves accountability and oversight while adapting processes to the small insurer’s resources and operational risk.
  4. Remove human review to reduce operating costs.
    Removing human review would weaken oversight and does not constitute proportionate governance for consequential claims prioritization.
The trap
Small organization scenarios test scaling and prioritization, not removal of governance responsibilities.

How to remember it

Governance should remain effective while being proportionate to the insurer’s resources, context, and identified risks.

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