EHRBench is a new automated benchmark designed to evaluate large language models (LLMs) in clinical decision-making using real electronic health records (EHRs). It aims to enhance the reliability and scalability of LLMs for tasks like diagnosis, treatment, and prognosis, addressing gaps in current clinical decision support systems.