In this paper, we propose a system architecture for AI-data commons. An AI-data commons system can form a shared data economy among various stakeholders such as data owners, data providers, and AI/data consumers, computing providers and problem solvers. In the AI-Data Commons ecosystem, various AI modules and data are shared/distributed in a way that ensures the sovereignty and privacy of AI-data owners through decentralized interactions among stakeholders.