Research from Mass General Brigham reveals that AI chatbots often fail to identify possible medical diagnoses. These models struggle with complex clinical reasoning, risking patient safety when used as primary diagnostic tools. Practitioners should treat LLM medical outputs as unreliable suggestions. This study highlights a persistent gap between linguistic fluency and actual clinical accuracy.