Abstract To improve the mental health status of college students, the study systematically sorts out the current applications of artificial intelligence (AI) technology in psychological assessment, early warning and intervention for college students, and identifies existing challenges including technical limitations, ethical issues and privacy leakage risks. It proposes countermeasures such as strengthening technological innovation and perfecting relevant laws and regulations to address the challenges brought by AI applications, so as to promote the sustainable development of mental health services for college students.