Purpose/Significance With the gradual deepening of the application of medical artificial intelligence (AI), the contradiction between the fragmentation of regulation and the high threshold status quo of data and the development needs of medical AI has become increasingly prominent. In the context of the active deployment of digital health strategies by countries around the world, how to take the initiative to act and do a good job of policy escort for the development of medical AI in China has become an urgent problem to be solved now.Method/Process Based on the investigation and research and in-depth interview data in the fields of “industry-university-research-use-management”, the paper systematically sorts out the characteristics and development demands of medical AI, and analyzes the current status of the regulatory system from the national strategic level and the industry policy level. Result/Conclusion From the perspective of organizational convergence, data convergence, talent convergence, and technology support, it is proposed to build a regulatory convergence mechanism to provide solution ideas for breaking down the current development barriers and promoting the healthy and prosperous development of medical AI in China.