Head-to-head · frontier vs frontier

Gemini 3 Pro Max vs GPT-5.1 Max: which model should you choose?

We compared Gemini 3 Pro Max and GPT-5.1 Max on price, context window and 12 benchmarks. Gemini 3 Pro Max and GPT-5.1 Max are effectively tied on the index average; GPT-5.1 Max is cheaper on a blended 3:1 basis.

Google DeepMind

Gemini 3 Pro Max

Gemini 3 Pro Max is a frontier model from Google DeepMind. It offers a 2,000,000-token context window, costs $20.57 per million input tokens and $112.92 per million output tokens, and averages 87.9 across the index's benchmark suite.

Input
$20.57 / 1M
Output
$112.92 / 1M
Context
2,000,000
Avg score
87.9
Open weights
No
Full Gemini 3 Pro Max page
OpenAI

GPT-5.1 Max

GPT-5.1 Max is a frontier model from OpenAI. It offers a 2,000,000-token context window, costs $20.50 per million input tokens and $103.98 per million output tokens, and averages 87.9 across the index's benchmark suite.

Input
$20.50 / 1M
Output
$103.98 / 1M
Context
2,000,000
Avg score
87.9
Open weights
No
Full GPT-5.1 Max page

Specification comparison

SpecGemini 3 Pro MaxGPT-5.1 MaxEdge
Input price / 1M$20.57$20.50B
Output price / 1M$112.92$103.98B
Context window2,000,0002,000,000Tie
Max output128,0008,192A
Average score87.987.9Tie
Arena Elo1477.51478.2B
Open weightsNoNoTie

Benchmark comparison

Gemini 3 Pro Max wins 5, GPT-5.1 Max wins 7, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGemini 3 Pro MaxGPT-5.1 MaxGapWinner
MMLU-Pro89.591.31.8GPT-5.1 Max
GPQA Diamond81.886.44.6GPT-5.1 Max
SWE-bench Verified76.675.61.0Gemini 3 Pro Max
HumanEval91.992.20.3GPT-5.1 Max
MATH-50092.191.30.8Gemini 3 Pro Max
AIME 202589.688.80.8Gemini 3 Pro Max
LiveCodeBench83.680.23.4Gemini 3 Pro Max
IFEval94.792.22.5Gemini 3 Pro Max
TruthfulQA89.691.11.5GPT-5.1 Max
HellaSwag92.693.10.5GPT-5.1 Max
MMMU84.485.10.7GPT-5.1 Max
Arena Elo1477.51478.20.7GPT-5.1 Max

Price analysis

On a blended 3:1 input-to-output basis, Gemini 3 Pro Max costs about $43.66 per million tokens and GPT-5.1 Max costs about $41.37. GPT-5.1 Max is roughly 5% cheaper than Gemini 3 Pro Max. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Both models list a 2,000,000-token context window. That is enough for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Gemini 3 Pro Max wins 5, GPT-5.1 Max wins 7, and 0 are tied. The two models are effectively tied on the index average at 87.9.

The price picture favours GPT-5.1 Max. The context picture is effectively a tie. 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 Max if cost is the constraint and Gemini 3 Pro Max if context is the constraint. Test both on a sample of your own traffic before committing.

Choose Gemini 3 Pro Max if

  • You need the larger 128,000-token output limit.

Choose GPT-5.1 Max if

  • Unit cost matters and you want the cheaper blended price.

FAQ

Is Gemini 3 Pro Max better than GPT-5.1 Max?

The two models are effectively tied on the index average at 87.9. The better choice depends on price, context and your task. Gemini 3 Pro Max wins 5 benchmarks, GPT-5.1 Max wins 7.

Which is cheaper, Gemini 3 Pro Max or GPT-5.1 Max?

GPT-5.1 Max is cheaper on a blended 3:1 basis at about $41.37 per million tokens, versus $43.66 for Gemini 3 Pro Max.

Which has the larger context window?

Both models list a 2,000,000-token context window.

Are these models open weights?

Gemini 3 Pro Max is proprietary; GPT-5.1 Max is proprietary.

Which should I choose for production?

If you need a single default, start with GPT-5.1 Max if cost is the constraint and Gemini 3 Pro Max if context is the constraint. Test both on a sample of your own traffic before committing.

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