Chinese open-source AI models from DeepSeek, Alibaba, and others have rapidly closed the capability gap with U.S. frontier models, fundamentally changing deployment economics. For high-volume production workloads, self-hosted open models now offer compelling advantages over proprietary APIs: lower costs, data residency control, and independence from vendor roadmaps.