Head-to-head · frontier vs frontier

GPT-5.1 Vision vs Qwen3-Max Turbo: which model should you choose?

We compared GPT-5.1 Vision and Qwen3-Max Turbo on price, context window and 12 benchmarks. GPT-5.1 Vision has the stronger average benchmark score; Qwen3-Max Turbo is cheaper on a blended 3:1 basis.

OpenAI

GPT-5.1 Vision

GPT-5.1 Vision is a frontier model from OpenAI. It offers a 400,000-token context window, costs $17.76 per million input tokens and $80.59 per million output tokens, and averages 84.8 across the index's benchmark suite.

Input
$17.76 / 1M
Output
$80.59 / 1M
Context
400,000
Avg score
84.8
Open weights
No
Full GPT-5.1 Vision page
Alibaba Cloud

Qwen3-Max Turbo

Qwen3-Max Turbo is a frontier model from Alibaba Cloud. It offers a 1,000,000-token context window, costs $17.70 per million input tokens and $63.95 per million output tokens, and averages 84.7 across the index's benchmark suite.

Input
$17.70 / 1M
Output
$63.95 / 1M
Context
1,000,000
Avg score
84.7
Open weights
No
Full Qwen3-Max Turbo page

Specification comparison

SpecGPT-5.1 VisionQwen3-Max TurboEdge
Input price / 1M$17.76$17.70B
Output price / 1M$80.59$63.95B
Context window400,0001,000,000B
Max output16,384128,000B
Average score84.884.7A
Arena Elo1462.41456.9A
Open weightsNoNoTie

Benchmark comparison

GPT-5.1 Vision wins 8, Qwen3-Max Turbo wins 4, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGPT-5.1 VisionQwen3-Max TurboGapWinner
MMLU-Pro85.586.81.3Qwen3-Max Turbo
GPQA Diamond78.778.30.4GPT-5.1 Vision
SWE-bench Verified73.675.92.3Qwen3-Max Turbo
HumanEval89.692.52.9Qwen3-Max Turbo
MATH-50089.191.92.8Qwen3-Max Turbo
AIME 202582.481.21.2GPT-5.1 Vision
LiveCodeBench77.876.81.0GPT-5.1 Vision
IFEval92.792.10.6GPT-5.1 Vision
TruthfulQA86.986.30.6GPT-5.1 Vision
HellaSwag92.190.81.3GPT-5.1 Vision
MMMU83.978.85.1GPT-5.1 Vision
Arena Elo1462.41456.95.5GPT-5.1 Vision

Price analysis

On a blended 3:1 input-to-output basis, GPT-5.1 Vision costs about $33.47 per million tokens and Qwen3-Max Turbo costs about $29.26. Qwen3-Max Turbo is roughly 13% cheaper than GPT-5.1 Vision. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Qwen3-Max Turbo has the larger context window at 1,000,000 tokens, compared with 400,000 for GPT-5.1 Vision. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, GPT-5.1 Vision wins 8, Qwen3-Max Turbo wins 4, and 0 are tied. On the index average, GPT-5.1 Vision leads Qwen3-Max Turbo by 0.1 points (84.8 versus 84.7).

The price picture favours Qwen3-Max Turbo. The context picture favours Qwen3-Max Turbo. Those two dimensions often matter more than a few benchmark points once a model is good enough for the task.

If you need a single default, start with GPT-5.1 Vision for quality-sensitive work and Qwen3-Max Turbo for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose GPT-5.1 Vision if

  • You want the higher average benchmark score in this index.

Choose Qwen3-Max Turbo if

  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 1,000,000-token context window.
  • You need the larger 128,000-token output limit.

FAQ

Is GPT-5.1 Vision better than Qwen3-Max Turbo?

On the index average, GPT-5.1 Vision leads Qwen3-Max Turbo by 0.1 points (84.8 versus 84.7). The better choice depends on price, context and your task. GPT-5.1 Vision wins 8 benchmarks, Qwen3-Max Turbo wins 4.

Which is cheaper, GPT-5.1 Vision or Qwen3-Max Turbo?

Qwen3-Max Turbo is cheaper on a blended 3:1 basis at about $29.26 per million tokens, versus $33.47 for GPT-5.1 Vision.

Which has the larger context window?

Qwen3-Max Turbo has the larger context window at 1,000,000 tokens. GPT-5.1 Vision has 400,000 tokens.

Are these models open weights?

GPT-5.1 Vision is proprietary; Qwen3-Max Turbo is proprietary.

Which should I choose for production?

If you need a single default, start with GPT-5.1 Vision for quality-sensitive work and Qwen3-Max Turbo for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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