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Quality Index
27.7
118th of 446
Top 27%
Coding Index
25.1
112th of 356
Top 32%
DeepSeek V3.1 (Reasoning)
DeepSeek
Apriel-v1.6-15B-Thinker
ServiceNow
Qwen3 VL 235B A22B (Reasoning)
Alibaba
Nova 2.0 Omni (medium)
Amazon
GPT-5.1 (Non-reasoning)
OpenAI
Qwen3.5 9B (Non-reasoning)
Benchmarks, quality index, speed metrics
For full methodology details, see our methodology page.