Head-to-head · frontier vs frontier

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

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

OpenAI

GPT-4.1 Max

GPT-4.1 Max is a frontier model from OpenAI. It offers a 400,000-token context window, costs $17.34 per million input tokens and $66.38 per million output tokens, and averages 84.7 across the index's benchmark suite.

Input
$17.34 / 1M
Output
$66.38 / 1M
Context
400,000
Avg score
84.7
Open weights
No
Full GPT-4.1 Max page
OpenAI

GPT-4.1 Pro

GPT-4.1 Pro is a frontier model from OpenAI. It offers a 400,000-token context window, costs $17.56 per million input tokens and $91.14 per million output tokens, and averages 85.2 across the index's benchmark suite.

Input
$17.56 / 1M
Output
$91.14 / 1M
Context
400,000
Avg score
85.2
Open weights
No
Full GPT-4.1 Pro page

Specification comparison

SpecGPT-4.1 MaxGPT-4.1 ProEdge
Input price / 1M$17.34$17.56A
Output price / 1M$66.38$91.14A
Context window400,000400,000Tie
Max output8,1928,192Tie
Average score84.785.2B
Arena Elo1467.61449.6A
Open weightsNoNoTie

Benchmark comparison

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

BenchmarkGPT-4.1 MaxGPT-4.1 ProGapWinner
MMLU-Pro87.486.90.5GPT-4.1 Max
GPQA Diamond81.278.23.0GPT-4.1 Max
SWE-bench Verified74.877.32.5GPT-4.1 Pro
HumanEval88.891.93.1GPT-4.1 Pro
MATH-50087.388.81.5GPT-4.1 Pro
AIME 202584.982.82.1GPT-4.1 Max
LiveCodeBench78.576.71.8GPT-4.1 Max
IFEval92.192.20.1GPT-4.1 Pro
TruthfulQA85.487.72.3GPT-4.1 Pro
HellaSwag90.793.73.0GPT-4.1 Pro
MMMU80.581.51.0GPT-4.1 Pro
Arena Elo1467.61449.618.0GPT-4.1 Max

Price analysis

On a blended 3:1 input-to-output basis, GPT-4.1 Max costs about $29.60 per million tokens and GPT-4.1 Pro costs about $35.95. GPT-4.1 Max is roughly 18% cheaper than GPT-4.1 Pro. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Both models list a 400,000-token context window. That is enough for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, GPT-4.1 Max wins 5, GPT-4.1 Pro wins 7, and 0 are tied. On the index average, GPT-4.1 Pro leads GPT-4.1 Max by 0.5 points (85.2 versus 84.7).

The price picture favours GPT-4.1 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-4.1 Pro for quality-sensitive work and GPT-4.1 Max for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose GPT-4.1 Max if

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

Choose GPT-4.1 Pro if

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

FAQ

Is GPT-4.1 Max better than GPT-4.1 Pro?

On the index average, GPT-4.1 Pro leads GPT-4.1 Max by 0.5 points (85.2 versus 84.7). The better choice depends on price, context and your task. GPT-4.1 Max wins 5 benchmarks, GPT-4.1 Pro wins 7.

Which is cheaper, GPT-4.1 Max or GPT-4.1 Pro?

GPT-4.1 Max is cheaper on a blended 3:1 basis at about $29.60 per million tokens, versus $35.95 for GPT-4.1 Pro.

Which has the larger context window?

Both models list a 400,000-token context window.

Are these models open weights?

GPT-4.1 Max is proprietary; GPT-4.1 Pro is proprietary.

Which should I choose for production?

If you need a single default, start with GPT-4.1 Pro for quality-sensitive work and GPT-4.1 Max for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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