A benchmark proves deployment fitness: What assumption should | AIGP
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A benchmark proves deployment fitness: What assumption should be rejected?

AIGP Understanding the Foundations of AI Governance Medium

A benchmark may inform procurement, but its scope cannot prove fitness for the organization’s actual referral documents.

The question

A medical administrator, without providing clinical advice, plans to procure an AI tool that extracts fields from referral documents. The supplier offers a benchmark, but the organization needs evidence that the tool fits its document population before purchase. What assumption should be rejected?

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  1. Procurement can assign supplier responsibilities.
    Procurement can establish responsibilities and evidence requirements, but those controls do not make a benchmark conclusive.
  2. Supplier evidence can inform procurement.
    Supplier evidence can inform procurement when its scope and limitations are compared with the intended use and population.
  3. A benchmark proves deployment fitness. ✓
    A benchmark is scoped evidence and cannot establish fitness for the administrator’s actual documents, transformations, and intended use.
  4. Document extraction requires data review.
    The intended population and document characteristics still require assessment of quality, provenance, completeness, and limitations.
The trap
Ask whether the evidence was produced for the actual population and use; benchmark results do not automatically generalize.

How to remember it

A benchmark may inform procurement, but its scope cannot prove fitness for the organization’s actual referral documents.

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