Head-to-head · frontier vs frontier

o3 Reasoning vs Qwen3-Max Reasoning: which model should you choose?

We compared o3 Reasoning and Qwen3-Max Reasoning on price, context window and 12 benchmarks. Qwen3-Max Reasoning has the stronger average benchmark score; o3 Reasoning is cheaper on a blended 3:1 basis.

OpenAI

o3 Reasoning

o3 Reasoning is a frontier model from OpenAI. It offers a 200,000-token context window, costs $18.07 per million input tokens and $70.65 per million output tokens, and averages 85.3 across the index's benchmark suite.

Input
$18.07 / 1M
Output
$70.65 / 1M
Context
200,000
Avg score
85.3
Open weights
No
Full o3 Reasoning page
Alibaba Cloud

Qwen3-Max Reasoning

Qwen3-Max Reasoning is a frontier model from Alibaba Cloud. It offers a 2,000,000-token context window, costs $18.12 per million input tokens and $81.94 per million output tokens, and averages 85.9 across the index's benchmark suite.

Input
$18.12 / 1M
Output
$81.94 / 1M
Context
2,000,000
Avg score
85.9
Open weights
No
Full Qwen3-Max Reasoning page

Specification comparison

Speco3 ReasoningQwen3-Max ReasoningEdge
Input price / 1M$18.07$18.12A
Output price / 1M$70.65$81.94A
Context window200,0002,000,000B
Max output16,3848,192A
Average score85.385.9B
Arena Elo1456.91461.0B
Open weightsNoNoTie

Benchmark comparison

o3 Reasoning wins 1, Qwen3-Max Reasoning wins 10, and 1 benchmarks are tied. The table shows the modelled score for each model and the gap.

Benchmarko3 ReasoningQwen3-Max ReasoningGapWinner
MMLU-Pro87.788.10.4Qwen3-Max Reasoning
GPQA Diamond79.679.80.2Qwen3-Max Reasoning
SWE-bench Verified74.175.31.2Qwen3-Max Reasoning
HumanEval91.392.61.3Qwen3-Max Reasoning
MATH-50092.093.01.0Qwen3-Max Reasoning
AIME 202580.583.12.6Qwen3-Max Reasoning
LiveCodeBench82.778.04.7o3 Reasoning
IFEval90.692.21.6Qwen3-Max Reasoning
TruthfulQA86.588.82.3Qwen3-Max Reasoning
HellaSwag90.991.50.6Qwen3-Max Reasoning
MMMU82.382.30.0Tie
Arena Elo1456.91461.04.1Qwen3-Max Reasoning

Price analysis

On a blended 3:1 input-to-output basis, o3 Reasoning costs about $31.22 per million tokens and Qwen3-Max Reasoning costs about $34.08. o3 Reasoning is roughly 8% cheaper than Qwen3-Max Reasoning. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Qwen3-Max Reasoning has the larger context window at 2,000,000 tokens, compared with 200,000 for o3 Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, o3 Reasoning wins 1, Qwen3-Max Reasoning wins 10, and 1 are tied. On the index average, Qwen3-Max Reasoning leads o3 Reasoning by 0.6 points (85.9 versus 85.3).

The price picture favours o3 Reasoning. The context picture favours Qwen3-Max Reasoning. 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 Qwen3-Max Reasoning for quality-sensitive work and o3 Reasoning for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose o3 Reasoning if

  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 16,384-token output limit.

Choose Qwen3-Max Reasoning if

  • You want the higher average benchmark score in this index.
  • You need the larger 2,000,000-token context window.

FAQ

Is o3 Reasoning better than Qwen3-Max Reasoning?

On the index average, Qwen3-Max Reasoning leads o3 Reasoning by 0.6 points (85.9 versus 85.3). The better choice depends on price, context and your task. o3 Reasoning wins 1 benchmarks, Qwen3-Max Reasoning wins 10.

Which is cheaper, o3 Reasoning or Qwen3-Max Reasoning?

o3 Reasoning is cheaper on a blended 3:1 basis at about $31.22 per million tokens, versus $34.08 for Qwen3-Max Reasoning.

Which has the larger context window?

Qwen3-Max Reasoning has the larger context window at 2,000,000 tokens. o3 Reasoning has 200,000 tokens.

Are these models open weights?

o3 Reasoning is proprietary; Qwen3-Max Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with Qwen3-Max Reasoning for quality-sensitive work and o3 Reasoning for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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