Qwen: Qwen3 235B A22B

Qwen3-235B-A22B, a 235B parameter MoE model, exhibits a strong performance profile with notable strengths in accuracy and reliability, despite slower response times. It ranks in the 8th percentile for speed, indicating longer processing durations across benchmarks. Conversely, its pricing is moderate, falling within the 34th percentile. A standout feature is its exceptional reliability, achieving a 100% success rate across all evaluated benchmarks, signifying minimal technical failures. The model demonstrates outstanding accuracy in Coding (97.0%), General Knowledge (100.0%), Email Classification (100.0%), and Reasoning (98.0%). It achieved perfect scores in General Knowledge and Email Classification, often being the most accurate model at its price point and speed. While its Instruction Following accuracy (40.4%) is a weakness, it excels in complex tasks like Coding and Reasoning, aligning with its "thinking" mode capabilities. Its multilingual support and advanced instruction-following are key features, though the latter's benchmark performance suggests room for improvement in highly complex, multi-layered instructions.