Supplier evidence must match the actual use case: Which missing | AIGP
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Supplier evidence must match the actual use case: Which missing distinction is decisive?

AIGP Understanding How to Govern AI Deployment and Use Hard

Internal monitoring helps manage risks, but cannot replace missing supplier evidence about data, subgroups, and deployment limitations.

The question

A public benefits agency considers a supplier’s eligibility model. The supplier provides a benchmark report but withholds subgroup results and cannot explain which data the model uses. The agency can define monitoring internally. Which missing distinction is decisive?

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  1. Benchmark accuracy may establish eligibility suitability.
    Benchmark accuracy has limited scope and cannot establish suitability when relevant subgroup results and data-use information remain unavailable.
  2. A contract should assign all model risks to the supplier.
    Contract allocation may clarify responsibilities, but it does not supply missing evidence or remove the agency’s deployment accountability.
  3. Internal monitoring can replace supplier transparency.
    Monitoring helps manage risk, but without data and subgroup evidence the agency cannot assess important deployment-specific limitations before use.
  4. Supplier evidence must match the actual use case. ✓
    The agency needs evidence about relevant data, affected groups, and limitations; internal monitoring cannot recreate withheld pre-deployment information.
The trap
Separate controls that observe future behavior from evidence needed to understand current limitations and affected populations.

How to remember it

Internal monitoring helps manage risks, but cannot replace missing supplier evidence about data, subgroups, and deployment limitations.

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