In the era of rapid AI development, optimizing the integrated talent cultivation model of 'learning, research, and application' to meet the demands of the new era has become a critical issue. This paper uses the business administration major as a case study to explore the application of AI technology in this model. It first examines how AI technology enhances the learning, research, and application processes, including intelligent optimization of the learning process, innovative support for research, and deepening practical applications. The paper then constructs an AI-based talent cultivation model. The study also highlights practical challenges, such as technical integration barriers, difficulties in dynamically adjusting the training model, and the imperfections in multi-party collaboration mechanisms The war puts forward the optimization strategy, that is, deepening technology integration, realizing dynamic adjustment and continuous improvement of training mode, expanding multi-party cooperation, providing theoretical and practical basis for cultivating high-quality talents with innovation ability and practical ability, and promoting the high-quality development of business administration education.