The high-quality development of the high-end equipment manufacturing industry is inseparable from the support of emerging technologies. As a typical emerging cross-cutting technology, artificial intelligence has been widely used in many fields of the high-end equipment manufacturing industry in Linyi City, Shandong Province. Combined with the application of artificial intelligence technology in the local high-end equipment manufacturing industry in Linyi, the paper analyzes and explores the impact of artificial intelligence technology on the development of high-end equipment manufacturing industry, and focuses on artificial intelligence technology in construction machinery, agricultural machinery, intelligent manufacturing equipment, new Specific application cases of key equipment manufacturing industries in Linyi City, such as energy vehicles and parts, illustrate specific measures and methods on how to apply artificial intelligence technology to promote the development of high-end equipment manufacturing industries.