Qwen3.7 Max vs Gemini 3.1 Pro Preview
Side-by-side comparison across metrics, pricing, and overall score — every value traced to a source.
Verdict: Gemini 3.1 Pro Preview ranks highest overall (#5) with a score of 50.8.
The best choice still depends on which metrics matter for your workload — per-metric winners are marked below.
What the numbers hide
Computed from the published values below — no estimates, no generated claims.
Fragile verdict
The overall winner flips to Qwen3.7 Max if Output Price is weighted at 45% (it counts for 18% today). If output price drives your decision, the ranking above may not be your ranking.
Fragile verdict
The overall winner flips to Qwen3.7 Max if Max Output Tokens is weighted at 100% (it counts for 6% today). If max output tokens drives your decision, the ranking above may not be your ranking.
Real tradeoff
Qwen3.7 Max clearly beats Gemini 3.1 Pro Preview on Output Price but clearly loses on Input Price — this pair is a priorities question, not a quality question.
What nobody reports
SWE-Bench Pro Score (1 of 2 missing) — the questions worth asking vendors directly.
AI hot take
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| Metric | Qwen3.7 MaxAlibaba | Gemini 3.1 Pro PreviewGoogle |
|---|---|---|
| Overall OptiSift Score | 31.7#11 | 50.8#5 |
| Input Price | $2.5 | $2 |
| Output Price | $7.5 | $12 |
| Cache Read Price | $0.5 | $0.2 |
| Context Window | 1M | 1.0M |
| Max Output Tokens | 66K | 66K |
| SWE-Bench Pro Score | — | 54.2% |
| Tool Calling | Yes | Yes |
| Extended Reasoning | Yes | Yes |
About these models
#11Qwen3.7 Max
Alibaba
Qwen3.7 Max is Alibaba's reasoning-capable model: $2.50/$7.50 per 1M input/output tokens, 1M token context window.
#5Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview is Google's reasoning-capable model: $2/$12 per 1M input/output tokens, 1.0M token context window, 54.2% on SWE-Bench Pro.