Head-to-head · frontier vs frontier

Gemini 2.5 Pro Max vs GPT-4.1 Reasoning: which model should you choose?

We compared Gemini 2.5 Pro Max and GPT-4.1 Reasoning on price, context window and 12 benchmarks. Gemini 2.5 Pro Max has the stronger average benchmark score; Gemini 2.5 Pro Max is cheaper on a blended 3:1 basis.

Google DeepMind

Gemini 2.5 Pro Max

Gemini 2.5 Pro Max is a frontier model from Google DeepMind. It offers a 200,000-token context window, costs $16.94 per million input tokens and $64.80 per million output tokens, and averages 84.8 across the index's benchmark suite.

Input
$16.94 / 1M
Output
$64.80 / 1M
Context
200,000
Avg score
84.8
Open weights
No
Full Gemini 2.5 Pro Max page
OpenAI

GPT-4.1 Reasoning

GPT-4.1 Reasoning is a frontier model from OpenAI. It offers a 1,000,000-token context window, costs $16.97 per million input tokens and $82.05 per million output tokens, and averages 83.8 across the index's benchmark suite.

Input
$16.97 / 1M
Output
$82.05 / 1M
Context
1,000,000
Avg score
83.8
Open weights
No
Full GPT-4.1 Reasoning page

Specification comparison

SpecGemini 2.5 Pro MaxGPT-4.1 ReasoningEdge
Input price / 1M$16.94$16.97A
Output price / 1M$64.80$82.05A
Context window200,0001,000,000B
Max output65,5364,096A
Average score84.883.8A
Arena Elo1450.21466.7B
Open weightsNoNoTie

Benchmark comparison

Gemini 2.5 Pro Max wins 7, GPT-4.1 Reasoning wins 5, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGemini 2.5 Pro MaxGPT-4.1 ReasoningGapWinner
MMLU-Pro86.787.30.6GPT-4.1 Reasoning
GPQA Diamond79.877.82.0Gemini 2.5 Pro Max
SWE-bench Verified75.573.12.4Gemini 2.5 Pro Max
HumanEval87.088.81.8GPT-4.1 Reasoning
MATH-50091.689.12.5Gemini 2.5 Pro Max
AIME 202582.682.10.5Gemini 2.5 Pro Max
LiveCodeBench79.980.50.6GPT-4.1 Reasoning
IFEval91.391.60.3GPT-4.1 Reasoning
TruthfulQA85.584.31.2Gemini 2.5 Pro Max
HellaSwag92.989.43.5Gemini 2.5 Pro Max
MMMU79.777.52.2Gemini 2.5 Pro Max
Arena Elo1450.21466.716.5GPT-4.1 Reasoning

Price analysis

On a blended 3:1 input-to-output basis, Gemini 2.5 Pro Max costs about $28.91 per million tokens and GPT-4.1 Reasoning costs about $33.24. Gemini 2.5 Pro Max is roughly 13% cheaper than GPT-4.1 Reasoning. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

GPT-4.1 Reasoning has the larger context window at 1,000,000 tokens, compared with 200,000 for Gemini 2.5 Pro Max. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Gemini 2.5 Pro Max wins 7, GPT-4.1 Reasoning wins 5, and 0 are tied. On the index average, Gemini 2.5 Pro Max leads GPT-4.1 Reasoning by 1.0 points (84.8 versus 83.8).

The price picture favours Gemini 2.5 Pro Max. The context picture favours GPT-4.1 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 Gemini 2.5 Pro Max for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose Gemini 2.5 Pro Max if

  • You want the higher average benchmark score in this index.
  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 65,536-token output limit.

Choose GPT-4.1 Reasoning if

  • You need the larger 1,000,000-token context window.

FAQ

Is Gemini 2.5 Pro Max better than GPT-4.1 Reasoning?

On the index average, Gemini 2.5 Pro Max leads GPT-4.1 Reasoning by 1.0 points (84.8 versus 83.8). The better choice depends on price, context and your task. Gemini 2.5 Pro Max wins 7 benchmarks, GPT-4.1 Reasoning wins 5.

Which is cheaper, Gemini 2.5 Pro Max or GPT-4.1 Reasoning?

Gemini 2.5 Pro Max is cheaper on a blended 3:1 basis at about $28.91 per million tokens, versus $33.24 for GPT-4.1 Reasoning.

Which has the larger context window?

GPT-4.1 Reasoning has the larger context window at 1,000,000 tokens. Gemini 2.5 Pro Max has 200,000 tokens.

Are these models open weights?

Gemini 2.5 Pro Max is proprietary; GPT-4.1 Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with Gemini 2.5 Pro Max for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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