With the rapid development of Artificial Intelligence (AI) technology, its application prospects in the supervision industry are increasingly broad. The purpose of this paper is to explore the practical application and prospects of intelligent AI in the supervision industry. By analyzing the advantages of AI technology in data processing, automated inspection, risk assessment, intelligent decision-making, document management, and other aspects, practical solutions are proposed. The article first outlines the challenges faced by the supervision industry and the current development status of AI technology, and then analyzes in detail the specific application cases of AI in the field of supervision and looks forward to future development trends. Through the research in this paper, it is hoped to provide a useful reference for the digital transformation of the supervision industry.