Qwen: Qwen3 VL 235B A22B Instruct

Qwen3-VL-235B-A22B Instruct demonstrates competitive response times, performing among the faster models with a 58th percentile ranking across benchmarks. It also offers competitive pricing, ranking in the 60th percentile. Notably, the model exhibits exceptional reliability, achieving a 100% success rate across all evaluated benchmarks, indicating consistent and dependable operation. The model excels in several key areas, achieving perfect accuracy in Hallucinations, General Knowledge, Reasoning, and Ethics benchmarks. Its performance in Hallucinations is particularly impressive, demonstrating a strong ability to acknowledge uncertainty. In Mathematics, it achieved 92.3% accuracy, placing it in the 74th percentile and making it the most accurate model at its price point for this category. While strong in many areas, its Coding performance, at 80.0% accuracy (44th percentile), indicates a relative weakness compared to its other capabilities. Email Classification also shows solid performance at 98.0% accuracy. The model's multimodal capabilities, including visual understanding across images and video, agentic interaction, and visual coding workflows, position it as a versatile tool for diverse applications such as document AI, multilingual OCR, and UI assistance.