Treat the benchmark and certification as scoped evidence | AIGP
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Treat the benchmark and certification as scoped evidence: What does the evidence support?

AIGP Understanding How to Govern AI Deployment and Use Hard

Vendor assurance is bounded evidence; changed local data and workflow require deployment-specific acceptance evidence.

The question

An insurance vendor supplies a favorable benchmark and certification. Local claims data differ substantially, and adjusters will use the system in a new workflow. What does the evidence support?

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  1. Replace the vendor benchmark with an internal review of documentation and policy alignment.
    Documentation review helps governance but cannot substitute for evidence about system behavior and impacts in the local workflow.
  2. Treat the benchmark and certification as scoped evidence, then conduct local acceptance testing. ✓
    External assurance informs review but cannot establish safe performance for different data and workflow; local acceptance addresses the changed context.
  3. Accept deployment because certification demonstrates the vendor met recognized controls.
    Certification has scope and does not establish suitability, performance, or impact for this insurer’s data and workflow.
  4. Repeat the vendor benchmark using the same evaluation dataset and workflow.
    Repeating the original conditions would not resolve uncertainty created by different local data and adjuster practices.
The trap
Ask whether the evidence was generated under the same data, users, purpose, and workflow as the proposed deployment.

How to remember it

Vendor assurance is bounded evidence; changed local data and workflow require deployment-specific acceptance evidence.

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