Key takeaways
Self-hosting Chinese LLMs trades cloud convenience for data control. Several labs publish open or enterprise-private weights (check each license). You own GPUs, inference stack, monitoring, and upgrades. Best when compliance blocks public APIs—not when you need fastest time-to-demo.
Cloud API vs self-host decision
Choose API (/en/articles/access-china-llm-api-overseas) when speed, latest models, and low ops matter. Choose self-host when prompts cannot leave VPC, air-gapped environments, or contract requires on-prem. Hybrid: sensitive paths self-hosted, general chat on API.
Operational checklist
License review → GPU/quantization plan → inference framework (vLLM/TGI/etc.) → security patches → eval harness same as cloud POC → document failover to vendor API if self-host fails.
Compliance link
Pair with /en/articles/china-llm-compliance-overseas-2026 and pricing comparison /en/articles/china-llm-api-pricing-2026 for TCO.
FAQ
Which Chinese LLMs can be self-hosted?
DeepSeek, Qwen, and GLM families offer open-weight or private options depending on version—verify license and GPU requirements on vendor pages.
Is self-hosting cheaper than API?
Not always—factor GPU capex/opex, MLOps headcount, and utilization. Low volume often favors API.
Can overseas teams self-host Chinese models?
Yes in your own infrastructure; export/license terms may apply to weights—legal review required.
Where to compare cloud alternatives?
/en/articles/china-llm-api-pricing-2026 and /en/services comparison table.