How to Route Between DeepSeek, Qwen, Kimi, and MiniMax in Production

The best Chinese LLM setup is rarely one model. DeepSeek, Qwen, Kimi, and MiniMax each fit different tasks. Routing lets you use the right model at the right time.

Suggested routing map

| Workload | Primary route |
|---|---|
| Hard reasoning | DeepSeek |
| General chat | Qwen |
| Long documents | Kimi |
| Conversational agents | MiniMax |
| Coding workflows | DeepSeek or Qwen |
| Multilingual enterprise tasks | Qwen or GLM |

Add fallback

Every route needs a backup. If DeepSeek times out, try Qwen for compatible tasks. If Kimi is too slow, use RAG plus another model.

Track results

Measure quality, latency, cost, errors, and user feedback by route.

Final thoughts

Routing is how teams turn the Chinese LLM ecosystem into a reliable product platform. Use each model where it performs best.