Require local validation for the manufacturing use case | AIGP
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Require local validation for the manufacturing use case: Which evidence should resolve the approval gap?

AIGP Understanding How to Govern AI Deployment and Use Medium

Local validation tests whether supplier evidence applies to the manufacturer’s actual process, conditions, and impacts.

The question

A manufacturer wants to use a supplier’s AI for quality-inspection prioritization. Intended use, users, data access, owners, monitoring, and escalation controls are defined, but the supplier offers only a broad assurance report and the team lacks evidence for this local process. Which evidence should resolve the approval gap?

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  1. Compare the supplier’s published benchmark with industry averages.
    Industry comparisons may provide context, but they do not validate the system under this manufacturer’s conditions.
  2. Request a warranty covering performance across all manufacturing environments.
    A warranty may allocate contractual risk, but it does not generate evidence that this deployment performs safely in its local context.
  3. Require local validation for the manufacturing use case.
    Local validation tests whether supplier evidence and controls transfer to the manufacturer’s actual process, data, users, and impacts.
  4. Accept the supplier’s broad assurance report as deployment evidence.
    Broad assurance has a defined scope and may not establish safe performance or controls for this local quality process.
The trap
Treat external assurance as scoped evidence; verify its relevance against the actual users, data, process, and impacts.

How to remember it

Local validation tests whether supplier evidence applies to the manufacturer’s actual process, conditions, and impacts.

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