A Standard Model for Engineering Delivery of Large Models Based on Cloud Computing
Fei Ma, Xiaohui Dong, Zhe Li, Jingru Dai, Chengyu Cai · 2025
With the rapid development of digital economy and artificial intelligence technology, cloud computing has become a key support for enterprise digital transformation and industrial intelligent upgrading. This paper outlines the development trend of AI cloud management services, proposes a cloud-based standard model for large model engineering delivery, which is a modeling method for assessing the full-stack technical service capabilities of model delivery cloud management service providers for large model engineering delivery under large model public cloud hosting, private cloud deployment, and large model hybrid cloud scenarios, and verifies the accuracy of the standard model through multiple enterprise data and universality. Finally, this paper looks forward to the future development trend of big model engineered delivery service from three aspects of technology, system and path, and promotes the synergistic development of cloud computing and AI technologies such as big model through technological innovation, system optimization, and path construction, to help the intelligent upgrading of enterprises and the high-quality development of digital economy.