Artificial intelligence (AI) in healthcare can be used to solve a wide range of tasks, such as diagnosis, treatment and self-monitoring of patients. This review is devoted to the problem of polypharmacotherapy, the development of adverse drug reactions as a consequence of it and the use of AI in this field. AI allows to analyze drug interactions, identify possible adverse drug reactions and suggest optimal combinations of drugs and drug regimen. The use of clinical decision support systems, which are developed in various countries, has shown improved efficiency of the doctor’s work and increased patient’s safety with the help of AI. The use of AI in polypharmacotherapy requires further research and development to improve software products that would allow evaluating not only paired, but also multiple drug interactions.