Use defect-task fit and two-second latency as selection | AIGP
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Use defect-task fit and two-second latency as selection: Which requirement should guide model selection?

AIGP Understanding How to Govern AI Development Medium

Select against the defined defect-classification task and two-second latency requirement.

The question

A manufacturer wants AI for quality operations. One proposal classifies visible defects for a human inspector within two seconds; another generates open-ended explanations but has variable latency. Both are technically feasible. Which requirement should guide model selection?

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  1. Use defect-task fit and two-second latency as selection criteria. ✓
    The selection must satisfy both the intended defect-classification purpose and the human inspector’s response-time constraint.
  2. Compare demonstrated outputs on sample defects.
    Sample outputs help evaluate performance but do not establish compliance with the required task and response time.
  3. Favor the model with wider general-purpose capabilities.
    General capability is not decisive for a narrowly defined inspection task with a stated latency requirement.
  4. Choose the option that minimizes integration work, then adapt the workflow to its limitations.
    Integration convenience cannot override the required classification function or two-second inspection workflow.
The trap
Define the job and nonnegotiable constraints before comparing models.

How to remember it

Select against the defined defect-classification task and two-second latency requirement.

How many of these would you get right?

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