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Open-Source Eval Suites Gain Traction Beyond Big Labs

Smaller teams adopt red-teaming checklists once buyers ask for them in RFPs.

By Jordan Lee·

Developer reviewing code and evaluation dashboards

Evaluation is becoming product work. Teams that ship weekly without regression tests on hallucination and toxicity are getting dinged in enterprise reviews.

Open eval harnesses lower the barrier. The differentiator is domain-specific tests — legal, medical, financial — that generic suites miss.