Head-to-head · frontier vs frontier

GPT-4.1 Pro vs Grok 3 Max: which model should you choose?

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

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
xAI

Grok 3 Max

Grok 3 Max is a frontier model from xAI. It offers a 2,000,000-token context window, costs $17.66 per million input tokens and $89.12 per million output tokens, and averages 85.9 across the index's benchmark suite.

Input
$17.66 / 1M
Output
$89.12 / 1M
Context
2,000,000
Avg score
85.9
Open weights
No
Full Grok 3 Max page

Specification comparison

SpecGPT-4.1 ProGrok 3 MaxEdge
Input price / 1M$17.56$17.66A
Output price / 1M$91.14$89.12B
Context window400,0002,000,000B
Max output8,19232,768B
Average score85.285.9B
Arena Elo1449.61475.8B
Open weightsNoNoTie

Benchmark comparison

GPT-4.1 Pro wins 3, Grok 3 Max wins 8, and 1 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGPT-4.1 ProGrok 3 MaxGapWinner
MMLU-Pro86.987.30.4Grok 3 Max
GPQA Diamond78.280.92.7Grok 3 Max
SWE-bench Verified77.373.63.7GPT-4.1 Pro
HumanEval91.991.90.0Tie
MATH-50088.891.93.1Grok 3 Max
AIME 202582.886.63.8Grok 3 Max
LiveCodeBench76.779.73.0Grok 3 Max
IFEval92.292.60.4Grok 3 Max
TruthfulQA87.786.71.0GPT-4.1 Pro
HellaSwag93.791.81.9GPT-4.1 Pro
MMMU81.582.30.8Grok 3 Max
Arena Elo1449.61475.826.2Grok 3 Max

Price analysis

On a blended 3:1 input-to-output basis, GPT-4.1 Pro costs about $35.95 per million tokens and Grok 3 Max costs about $35.53. Grok 3 Max is roughly 1% 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.

Grok 3 Max has the larger context window at 2,000,000 tokens, compared with 400,000 for GPT-4.1 Pro. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, GPT-4.1 Pro wins 3, Grok 3 Max wins 8, and 1 are tied. On the index average, Grok 3 Max leads GPT-4.1 Pro by 0.7 points (85.9 versus 85.2).

The price picture favours Grok 3 Max. The context picture favours Grok 3 Max. 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 Grok 3 Max for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose GPT-4.1 Pro if

  • You prefer OpenAI's tooling or already use it.

Choose Grok 3 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 2,000,000-token context window.
  • You need the larger 32,768-token output limit.

FAQ

Is GPT-4.1 Pro better than Grok 3 Max?

On the index average, Grok 3 Max leads GPT-4.1 Pro by 0.7 points (85.9 versus 85.2). The better choice depends on price, context and your task. GPT-4.1 Pro wins 3 benchmarks, Grok 3 Max wins 8.

Which is cheaper, GPT-4.1 Pro or Grok 3 Max?

Grok 3 Max is cheaper on a blended 3:1 basis at about $35.53 per million tokens, versus $35.95 for GPT-4.1 Pro.

Which has the larger context window?

Grok 3 Max has the larger context window at 2,000,000 tokens. GPT-4.1 Pro has 400,000 tokens.

Are these models open weights?

GPT-4.1 Pro is proprietary; Grok 3 Max is proprietary.

Which should I choose for production?

If you need a single default, start with Grok 3 Max for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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