A method worth keeping close.

Ethan Mollick · illustrated avatarEthan MollickAnalytical perspectiveETM-P03

PRODUCT ADVISORY COUNCIL

Interview models with real work

Choose with repeated examples of the work the model will actually perform.

Product Advisory Council · Method card
Ethan Mollick · illustrated avatarEthan MollickAnalytical perspectiveETM-P03

The method

Interview models with real work

Choose with repeated examples of the work the model will actually perform.

When to use it

  • Organizational model selection or upgrades.

Ask yourself

  • Is a leaderboard enough to choose a model?

Put it into action

  • Use real job tasks and repeated runs, comparing models with an appropriate human baseline.
  • Reassess periodically and record quality, risk preferences and obvious failures.
  • Where feasible, hide model identity and have domain reviewers score against preset criteria to reduce brand and taste bias.

Keep these limits in mind

  • Fun demonstrations do not prove reliability at scale. Check the evaluation itself for bias.
Method summary · Not a personal quote

An analytical method adapted from the public skill package, not a reply or endorsement by the person represented.
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