These utilities help you systematically audit output quality, measure reasoning accuracy, and identify performance gaps in your models. Use them to standardize testing workflows, compare results against gold-standard datasets, and catch regressions before deployment. When selecting a platform, prioritize those that integrate easily with your existing pipeline and offer granular reporting on edge cases and failure modes.

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