Head-to-head · frontier vs frontier

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

We compared Gemini 2.5 Pro Reasoning and GPT-4.1 Reasoning on price, context window and 12 benchmarks. Gemini 2.5 Pro Reasoning and GPT-4.1 Reasoning are effectively tied on the index average; Gemini 2.5 Pro Reasoning is cheaper on a blended 3:1 basis.

Google DeepMind

Gemini 2.5 Pro Reasoning

Gemini 2.5 Pro Reasoning is a frontier model from Google DeepMind. It offers a 128,000-token context window, costs $16.81 per million input tokens and $67.95 per million output tokens, and averages 83.8 across the index's benchmark suite.

Input
$16.81 / 1M
Output
$67.95 / 1M
Context
128,000
Avg score
83.8
Open weights
No
Full Gemini 2.5 Pro Reasoning 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 ReasoningGPT-4.1 ReasoningEdge
Input price / 1M$16.81$16.97A
Output price / 1M$67.95$82.05A
Context window128,0001,000,000B
Max output4,0964,096Tie
Average score83.883.8Tie
Arena Elo1472.11466.7A
Open weightsNoNoTie

Benchmark comparison

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

BenchmarkGemini 2.5 Pro ReasoningGPT-4.1 ReasoningGapWinner
MMLU-Pro86.887.30.5GPT-4.1 Reasoning
GPQA Diamond80.077.82.2Gemini 2.5 Pro Reasoning
SWE-bench Verified71.273.11.9GPT-4.1 Reasoning
HumanEval86.788.82.1GPT-4.1 Reasoning
MATH-50087.989.11.2GPT-4.1 Reasoning
AIME 202584.282.12.1Gemini 2.5 Pro Reasoning
LiveCodeBench74.880.55.7GPT-4.1 Reasoning
IFEval90.891.60.8GPT-4.1 Reasoning
TruthfulQA84.084.30.3GPT-4.1 Reasoning
HellaSwag92.189.42.7Gemini 2.5 Pro Reasoning
MMMU82.877.55.3Gemini 2.5 Pro Reasoning
Arena Elo1472.11466.75.4Gemini 2.5 Pro Reasoning

Price analysis

On a blended 3:1 input-to-output basis, Gemini 2.5 Pro Reasoning costs about $29.59 per million tokens and GPT-4.1 Reasoning costs about $33.24. Gemini 2.5 Pro Reasoning is roughly 11% 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 128,000 for Gemini 2.5 Pro Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Gemini 2.5 Pro Reasoning wins 5, GPT-4.1 Reasoning wins 7, and 0 are tied. The two models are effectively tied on the index average at 83.8.

The price picture favours Gemini 2.5 Pro Reasoning. 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 Reasoning if cost is the constraint and GPT-4.1 Reasoning if context is the constraint. Test both on a sample of your own traffic before committing.

Choose Gemini 2.5 Pro Reasoning if

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

Choose GPT-4.1 Reasoning if

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

FAQ

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

The two models are effectively tied on the index average at 83.8. The better choice depends on price, context and your task. Gemini 2.5 Pro Reasoning wins 5 benchmarks, GPT-4.1 Reasoning wins 7.

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

Gemini 2.5 Pro Reasoning is cheaper on a blended 3:1 basis at about $29.59 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 Reasoning has 128,000 tokens.

Are these models open weights?

Gemini 2.5 Pro Reasoning 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 Reasoning if cost is the constraint and GPT-4.1 Reasoning if context is the constraint. Test both on a sample of your own traffic before committing.

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