Test AI on your data

By Nurdaulet Akhmatov

Public benchmarks look nice. Your pilot data decides if the product works.

Blog cover: Test AI on your data

Check early

On interviewers and call analytics, we validated outputs before they moved downstream. Annotation rules had to be repeatable. Privacy was not optional with multi-country teams.

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Notes on shipping AI and web products. What worked, what broke, and why.