Run a bounded evaluation: Which approach best fits? | AIGP
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Run a bounded evaluation: Which approach best fits?

AIGP Understanding How to Govern AI Deployment and Use Hard

A bounded evaluation can generate relevant evidence while documenting and monitoring the unresolved retrieval dependency.

The question

During software procurement, a vendor supplies model cards and benchmark results but omits evidence about retrieval sources used in your coding workflow. Procurement needs a feasible approval path without pretending the gap is resolved. Which approach best fits?

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  1. Run a bounded evaluation, document the retrieval gap, and monitor resulting risks.
    This preserves a controlled procurement path while explicitly managing incomplete evidence and testing risks in the intended coding context.
  2. Approve production use while contract negotiations address retrieval documentation later.
    Production approval would expose the organization before the known dependency and information gap has been characterized or managed.
  3. Require evidence about retrieval sources before any limited evaluation.
    The gap matters, but a controlled evaluation may generate evidence if limitations, responsibilities, and safeguards are documented first.
  4. Accept the model cards as sufficient supplier documentation.
    Model cards provide useful scope information, but they do not address missing retrieval-source evidence for this specific workflow.
The trap
Distinguish a controlled evidence-gathering stage from production approval and from demanding unnecessary completeness upfront.

How to remember it

A bounded evaluation can generate relevant evidence while documenting and monitoring the unresolved retrieval dependency.

How many of these would you get right?

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