Fig. 3: Evaluation logic.

MindBench.ai Schematic of the integrated platform combining (1) technical profiles, (2) conversational dynamics, (3) benchmark leaderboards, and (4) reasoning analyses, designed to provide transparent, actionable evaluation of LLMs and LLM-based tools in mental health contexts.