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Compare capability and resource use: What evidence best resolves the capability-resource tradeoff before

AIGP Understanding How to Govern AI Development Medium

Comparing capability with resource use directly addresses whether incremental quality justifies greater computing demands.

The question

A media company must choose between two content-generation systems. One produces slightly better drafts but consumes substantially more computing resources; both meet editorial quality requirements. What evidence best resolves the capability-resource tradeoff before approval?

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  1. Estimate annual licensing costs for both systems.
    Licensing costs may matter, but they do not measure the computing resources required for the systems’ generation capabilities.
  2. Select the system with the highest draft-quality score.
    Choosing solely by quality ignores the explicitly stated resource tradeoff and potential environmental or operational impacts.
  3. Compare capability and resource use.
    A direct comparison of quality capability and resource consumption addresses the stated tradeoff while recognizing that both systems meet minimum quality.
  4. Pilot the larger system with representative editorial workflows.
    A pilot of only one system cannot establish whether its incremental capability justifies greater resource consumption relative to the alternative.
The trap
If alternatives meet the baseline, compare the marginal capability against the marginal resource burden.

How to remember it

Comparing capability with resource use directly addresses whether incremental quality justifies greater computing demands.

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