Abstract: Currently，the industrial upgrading of manufacturing，represented by the intelligent application of emerging technologies，is advancing rapidly and has become a critical means for intelligent transformation，quality enhancement，and efficiency improvement in the manufacturing sector. It serves as a cornerstone of national strategies to promote smart manufacturing. Building intelligent workshops based on new technologies is both a vital pathway and an inevitable choice for manufacturing transformation. As the most crucial link in China’s nuclear fuel cycle industry chain，nuclear fuel element manufacturing enterprises play a pivotal role in forging national strategic assets and ensuring the security of nuclear power resources. The advancement of their production processes directly impacts China’s global leadership and competitive edge in intelligent manufacturing within the nuclear industry. This study analyzes the objectives and current status of intelligent workshop construction in nuclear fuel element enterprises，proposes a blueprint and implementation roadmap，and explores future trends. The findings aim to provide insights and references for the intelligent transformation and upgrading of nuclear fuel element manufacturers in China.