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  2. Evaluating an AI feature

Developer guide

Evaluating an AI feature

A small evaluation set and a habit of running it.
Advanced1 min readPart of Developer fundamentals
On this page
  1. Build the set
  2. Grade
  3. Use it

Before you start

Familiarity with retrieval.

Build the set

  • Collect real questions.
  • Include questions that must be refused or handed off.
  • Write the expected facts, not exact wording.

Grade

  • Check required facts appear.
  • Check forbidden claims do not.
  • Track pass rate over time and on every change.

Use it

Run before releases and on a schedule. A drop tells you something changed in the data, prompt or provider.

Part of: Developer fundamentals

Next recommendedHow retrieval grounds an answer

Related

  • Developer guideHow retrieval grounds an answerThe engineering behind "look it up, then answer".Read

Last updated 2026-09-25. Something unclear or wrong? Tell us.

On this page

  1. Build the set
  2. Grade
  3. Use it

Related

  • How retrieval grounds an answer
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