Startup Spotlight: Confident AI turns production agent failures into tests for the next release

Jeffrey Ip built DeepEval before Confident AI's hosted platform; Finom reports faster iteration, but its case study does not measure AI quality.

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Primary source: Y Combinator

Why it matters

Confident AI is trying to turn open-source evaluation adoption into an enterprise workflow business. Finom says the platform let product managers run evaluations directly, reducing waits for engineering.

A black D·C box holds papers marked with a green check beside crumpled sheets marked with red Xs, a matching mug, and a small robot.

Confident AI targets the work triggered when an AI agent fails in production: finding the cause and preventing the next release from repeating it. Co-founder and CEO Jeffrey Ip (@jeffr_yyy) made that loop the product, connecting its open-source evaluation framework to a hosted system that can turn troublesome production traces into new tests.…

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