Abstract: Grounded in the current evolution of artificial intelligence (AI), this study proposed a new methodological pathway to enhance both the quality and efficiency of leather goods design. Firstly, it amalgamated traditional design elements of leather goods, enabling the distillation of these components within the framework of AI. Subsequently, it laid out a specific AI-embedded procedure for the design and manufacture of leather goods, demarcating the utilization methods and scope of AI within the domain of leather goods design. Ultimately, it suggested an innovative pathway for the design of leather goods within the realm of AI. This approach not only offered a valuable benchmark for the industry of leather goods design, but also fostered the overall progression of leather goods design. It promises to expand the ambit of leather goods design, amplify its innovative capacity, and bolster the ability for collaborative design endeavors.