As a strategic technology propelling the new wave of technological revolution and industrial transformation, artificial intelligence (AI) is fundamentally re-configuring manufacturing models and corporate architectures. Analyzing the evolutionary mechanisms of these transformations is crucial for promoting the development of industries and enterprises to a higher level. This study explores the evolution of industrial revolutions and manufacturing models from two perspectives: market demand-driven forces and intelligent manufacturing technologies. It summarizes China's decade-long innovations in manufacturing models and corporate structures, including the shift from mass production to customized manufacturing, the transition from competition and monopoly to collaborative and shared frameworks, and the evolution from production-oriented to service-oriented manufacturing. In the next decade, the focus should be on service-oriented manufacturing reforms, along with brand building, utilization of AI-powered technologies, and establishment of standards systems. These innovations in manufacturing models and corporate structures will serve as the foundation for the development of a manufacturing powerhouse.