What Arena does
Arena (formerly LMArena/Chatbot Arena) is a community-powered AI evaluation platform that collects human preferences (and other behavioral signals) from real user interactions and converts them into public leaderboards. Users on Arena submit prompts, compare anonymous model responses in “battle” style interactions, and cast votes; those votes are aggregated into rankings designed to reflect real-world utility rather than static benchmark performance. Arena also operates agentic evaluation via “Agent Mode,” where multi-step tasks executed in the product generate turn-level traces and success signals that feed an Agent Arena leaderboard methodology. In addition to live human voting, Arena introduced “AutoEval,” which uses a trained reward model to generate rapid, calibrated leaderboard signals shortly after model releases, then updates when sufficient human votes accumulate. Arena monetizes by offering enterprise/industry model evaluation services (using its community signals) alongside research outputs and open data/research that aim to make evaluation methodology more transparent and reproducible.