Scale SEAL Leaderboard remains the gold standard for trustworthy LLM rankings in late 2025. Using private datasets to avoid contamination, it rigorously evaluates frontier models across agentic, reasoning, coding, multimodal, and safety benchmarks—Claude Opus 4.5, GPT-5 series, and Gemini 3 Pro consistently lead.

MLCommons aims to accelerate AI innovation to benefit everyone. It's philosophy of open collaboration and collaborative engineering seeks to improve AI systems by continually measuring and improving the accuracy, safety, speed and efficiency of AI technologies. We help companies and universities around the world build better AI systems that will benefit society.