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Codexory
27 May 2026

Evals are the difference between a demo and production

If you cannot measure whether your AI got better or worse after a change, you are not running a system — you are crossing your fingers.

Every impressive AI demo is one prompt change away from silently breaking. The only thing standing between you and that failure is an evaluation suite.

Treat prompts like code

Prompts, tools and models all change. Without a test set that scores outputs against expected behaviour, every change is a gamble. We build eval gates that run before anything ships.

Start small, score honestly

You do not need a research lab. Twenty representative cases, scored consistently, will catch the regressions that matter. We grow the set as the system meets the real world.

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