Deployment of artificial intelligence in small and medium-sized enterprises: a rapid deployment framework for artificial intelligence models based on Model-as-a-Service pattern
Abstract
The deep integration of artificial intelligence (AI) and enterprise applications is a key trend, yet small and medium-sized enterprises (SMEs) often struggle to adopt AI models due to technical and resource constraints. This study proposes a rapid AI model deployment framework based on the Model-as-a-Service (MaaS) paradigm, utilizing standardized definitions and containerized encapsulation. By pre-deploying inference runtimes, it decouples models from their execution environments. Experimental results show the framework significantly improves encapsulation efficiency, deployment speed, and resource utilization compared to traditional methods.
Fields of Study & Subjects
Software System Performance and Reliability
Business Process Modeling and Analysis
Big Data and Business Intelligence
Publication details
- Journal / source
- Enterprise Information Systems
- Publisher
- Informa UK Limited
- Volume
- 20
- Issue
- 4
- Publication date
- 12 February 2026
- Language
- EN