AI

What an eval pipeline should cost

We cut our eval bill by 38% without changing a single prompt. The trick was making failures cheap.

Hana Sato

Guest post · kestrel.ai

8 min read

What an eval pipeline should cost cover

Our eval set is 3,000 documents and 14 model calls per document. That’s 42,000 calls per candidate.

Where the money went

About a third of our spend was re-running calls that had already succeeded, because one grader timed out near the end of a batch.

Memoize everything

Once each call became a step, retries and replays read finished results back for free. Our spend per candidate fell 38%.

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