LLM-as-judge tools compared: the question is not which one scores, it is which one you can trust

TL;DR: I compared the main LLM-as-judge tools (DeepEval's G-Eval, Confident AI, Evidently, Braintrust, Promptfoo, and MLflow) on the axis that actually decides whether the scores mean anything: how we