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AI 101 · Making AI reliable

What is AI evaluation?

A written set of test cases and the criteria for a correct answer, run against the system so you can tell whether a change made it better or worse.

Also called evals.

In one sentence

A written set of test cases and the criteria for a correct answer, run against the system so you can tell whether a change made it better or worse.

Why it matters to a business

This is the single most skipped step and the most common reason a pilot never ships. Without it nobody can prove the new version is an improvement, so the team keeps swapping models and hoping.

Real examples

  • Braintrust
  • LangSmith
  • Promptfoo
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Every term here was explained to us once, too. Asking is how you learn it.

Quick answers

Evaluation, in questions

The same answer, in the shape people ask it.

What is AI evaluation?

A written set of test cases and the criteria for a correct answer, run against the system so you can tell whether a change made it better or worse.

Why does Evaluation matter to a business?

This is the single most skipped step and the most common reason a pilot never ships. Without it nobody can prove the new version is an improvement, so the team keeps swapping models and hoping.

What are examples of Evaluation?

Braintrust, LangSmith, Promptfoo.

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Wondering what this means for your organization?

Thirty minutes, no slides, no jargon. We will tell you which of this applies to you, and which is noise.