Across 25 shared benchmarks, Gemini 3.1 Pro scores higher on 23 and Qwen3 VL 235B A22B Reasoning on 2. The widest gap is Terminal-Bench Hard, where Gemini 3.1 Pro scores 68.5 against 11.4. Qwen3 VL 235B A22B Reasoning is the cheaper of the two on tracked API pricing ($0.40 against $2.00 per million input tokens).
Best tracked score per model per benchmark (default configuration; source-attributed). ↓ marks lower-is-better metrics. Open either model for its full surface, provenance and pricing. Quoted rates are the price-setter row we currently track for each model — its direct or vendor-official listing where one exists (google-official, alibaba-official), otherwise the lowest tracked offer.