ChatGPT与生成式人工智能:运营与供应链管理中关键收益与挑战的探索性研究

ChatGPT and generative artificial intelligence: an exploratory study of key benefits and challenges in operations and supply chain management

International Journal of Production Research · 2023
被引 250 · 同刊同年前 1%
ABS 3

中文导读

调查了美国和英国供应链中ChatGPT和生成式AI的应用项目,发现主要收益是成本节约和客户体验提升,挑战集中在数据、技术和组织问题,为管理者提供了项目成熟度和行业差异的参考。

Abstract

ChatGPT and generative artificial intelligence (Gen-AI) are transforming firms and supply chains. However, the empirical literature reporting the benefits, challenges, and outlook of these nascent technologies in operations and supply chain management (OSCM) is limited. This study surveys current projects and perceptions of these technologies in US (n = 119) and UK (n = 181) supply chains. We found that projects range from proof-of-concept to full implementation, with a main focus on operational gains, such as improved customer satisfaction, cost minimisation, and process efficiencies. The main challenges concern data, technological and organisational issues. Expected benefits are dominated by cost savings and enhanced customer experience, but also include increased automation and sustainability. Industries were found to cluster around six groups according to perceived benefits and implementation challenges. Our findings contribute to the emerging literature on Gen-AI use in OSCM, and to management practice by mapping the benefits, challenges, outlook, and maturity level of Gen-AI projects in supply chains.

运营管理供应链管理人工智能生成式AI数字化转型