Using Chinese LLM APIs for an AI Startup MVP
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Chinese LLMAI StartupMVPDeepSeekQwen
AI startups can use Chinese LLM APIs to test ideas quickly while keeping provider options open.
MVP strategy
Start with:
- one gateway interface
- simple usage logs
- cost tracking
- a small evaluation set
- fallback routes
- prompt versioning
Model roles
Use DeepSeek for reasoning, Qwen for broad coverage, Kimi for documents, MiniMax for chat UX, and GLM or Doubao for enterprise Chinese workflows.
Final thoughts
Startups should avoid locking into one model too early. A gateway keeps the MVP flexible.