This paper takes the whole process collaboration of AI enabled industrial chain as the core, sorts out the key elements of collaborative operation, establishes the whole process collaboration architecture, analyzes the implementation effect combined with empirical data, and proposes a systematic implementation mechanism. The research aims to break the collaborative barriers in all links of the industrial chain, build an intelligent, dynamic and efficient collaborative operation system, and provide theoretical support and practical reference for industrial digitalization and intelligent transformation.