· 4 min

Eval harness basics for product teams

Golden sets, judges, and the metrics that matter.

Custom AI Model is built for teams that want leverage without handing their entire stack to a generic platform. This note expands on how we think about the problem in practice.

Principles

  • Scope small enough to ship in days, not quarters.
  • Prefer local or private compute when the data is sensitive.
  • Measure outcomes — time saved, quality, risk reduced.

What to do next

If this resonates, contact us with one concrete workflow. We will tell you honestly whether a sprint is the right shape.

Written for operators. Part of the Clutch Developer studio.