Head-to-head · frontier vs frontier

GPT-5.1 Reasoning vs Grok 4 Reasoning: which model should you choose?

We compared GPT-5.1 Reasoning and Grok 4 Reasoning on price, context window and 12 benchmarks. GPT-5.1 Reasoning has the stronger average benchmark score; GPT-5.1 Reasoning is cheaper on a blended 3:1 basis.

OpenAI

GPT-5.1 Reasoning

GPT-5.1 Reasoning is a frontier model from OpenAI. It offers a 400,000-token context window, costs $20.27 per million input tokens and $82.11 per million output tokens, and averages 88.3 across the index's benchmark suite.

Input
$20.27 / 1M
Output
$82.11 / 1M
Context
400,000
Avg score
88.3
Open weights
No
Full GPT-5.1 Reasoning page
xAI

Grok 4 Reasoning

Grok 4 Reasoning is a frontier model from xAI. It offers a 2,000,000-token context window, costs $19.67 per million input tokens and $93.29 per million output tokens, and averages 87.8 across the index's benchmark suite.

Input
$19.67 / 1M
Output
$93.29 / 1M
Context
2,000,000
Avg score
87.8
Open weights
No
Full Grok 4 Reasoning page

Specification comparison

SpecGPT-5.1 ReasoningGrok 4 ReasoningEdge
Input price / 1M$20.27$19.67B
Output price / 1M$82.11$93.29A
Context window400,0002,000,000B
Max output128,00065,536A
Average score88.387.8A
Arena Elo1485.91487.6B
Open weightsNoNoTie

Benchmark comparison

GPT-5.1 Reasoning wins 6, Grok 4 Reasoning wins 6, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGPT-5.1 ReasoningGrok 4 ReasoningGapWinner
MMLU-Pro90.088.51.5GPT-5.1 Reasoning
GPQA Diamond85.681.93.7GPT-5.1 Reasoning
SWE-bench Verified76.078.02.0Grok 4 Reasoning
HumanEval92.993.80.9Grok 4 Reasoning
MATH-50095.994.41.5GPT-5.1 Reasoning
AIME 202585.085.60.6Grok 4 Reasoning
LiveCodeBench80.985.14.2Grok 4 Reasoning
IFEval94.693.41.2GPT-5.1 Reasoning
TruthfulQA90.089.40.6GPT-5.1 Reasoning
HellaSwag94.495.20.8Grok 4 Reasoning
MMMU86.280.85.4GPT-5.1 Reasoning
Arena Elo1485.91487.61.7Grok 4 Reasoning

Price analysis

On a blended 3:1 input-to-output basis, GPT-5.1 Reasoning costs about $35.73 per million tokens and Grok 4 Reasoning costs about $38.08. GPT-5.1 Reasoning is roughly 6% cheaper than Grok 4 Reasoning. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Grok 4 Reasoning has the larger context window at 2,000,000 tokens, compared with 400,000 for GPT-5.1 Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, GPT-5.1 Reasoning wins 6, Grok 4 Reasoning wins 6, and 0 are tied. On the index average, GPT-5.1 Reasoning leads Grok 4 Reasoning by 0.5 points (88.3 versus 87.8).

The price picture favours GPT-5.1 Reasoning. The context picture favours Grok 4 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 GPT-5.1 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose GPT-5.1 Reasoning 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 128,000-token output limit.

Choose Grok 4 Reasoning if

  • You need the larger 2,000,000-token context window.

FAQ

Is GPT-5.1 Reasoning better than Grok 4 Reasoning?

On the index average, GPT-5.1 Reasoning leads Grok 4 Reasoning by 0.5 points (88.3 versus 87.8). The better choice depends on price, context and your task. GPT-5.1 Reasoning wins 6 benchmarks, Grok 4 Reasoning wins 6.

Which is cheaper, GPT-5.1 Reasoning or Grok 4 Reasoning?

GPT-5.1 Reasoning is cheaper on a blended 3:1 basis at about $35.73 per million tokens, versus $38.08 for Grok 4 Reasoning.

Which has the larger context window?

Grok 4 Reasoning has the larger context window at 2,000,000 tokens. GPT-5.1 Reasoning has 400,000 tokens.

Are these models open weights?

GPT-5.1 Reasoning is proprietary; Grok 4 Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with GPT-5.1 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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