The paper introduces the application and development status of clinical data research of severe patients. It elaborates the key technologies, system design and function realization of the Artificial Intelligence (AI) diagnosis system applying in ICU assisted diagnosis and treatment, points out that the application of AI in ICU assisted diagnosis and treatment can improve the efficiency and accuracy of medical staffs and provide doctors with assisted clinical decision-making tools.