guide
A path for developers and enterprises evaluating Chinese model APIs, local deployment and cloud platforms.
API access is the fastest starting point. Local deployment depends on license and hardware constraints, while hybrid architecture fits sensitive data or latency-sensitive workloads.
This guide converts the supplied getting-started material into an implementation path for global developers and enterprise evaluators.
Most teams should begin with hosted APIs because they make model comparison, latency testing and cost measurement faster.
Test DeepSeek, Qwen, Kimi or GLM with your own prompts and record quality, latency, refusal behavior and token cost.
Evaluate llama.cpp, Ollama or vLLM only after checking model license, quantization quality and hardware budget.
Alibaba Cloud, Baidu Qianfan and other China cloud paths fit best when account, region and compliance requirements match your team.
Use these as starting hypotheses, then verify with your own workload.
Start with DeepSeek for code and add GLM when autonomous coding-agent behavior is important.
Start with Qwen when multilingual breadth and model-family coverage matter.
Start with Kimi when the workload is long documents, research files or contracts.