LLM Stats is an independent AI evaluations lab that builds contamination-proof benchmarks measuring real-world LLM performance. It operates a comprehensive LLM leaderboard with an archive of benchmark results and independent evaluations aimed at advancing AI transparency. The predecessor site LLM-Stats.com grew to hundreds of thousands of users. The company was part of Y Combinator's Summer 2025 batch and is based in New York.