An independent evaluation was conducted to compare the performance of four Chinese LLM families: DeepSeek, Qwen, Kimi, and GLM. The author utilized a standardized prompt suite via Global API's unified interface to move beyond vendor claims and determine which model is most suitable for a production pipeline.