Head-to-head · frontier vs frontier

Claude Opus 4.5 Max vs GPT-5.1 Pro: which model should you choose?

We compared Claude Opus 4.5 Max and GPT-5.1 Pro on price, context window and 12 benchmarks. Claude Opus 4.5 Max and GPT-5.1 Pro are effectively tied on the index average; GPT-5.1 Pro is cheaper on a blended 3:1 basis.

Anthropic

Claude Opus 4.5 Max

Claude Opus 4.5 Max is a frontier model from Anthropic. It offers a 1,000,000-token context window, costs $20.90 per million input tokens and $106.51 per million output tokens, and averages 87.8 across the index's benchmark suite.

Input
$20.90 / 1M
Output
$106.51 / 1M
Context
1,000,000
Avg score
87.8
Open weights
No
Full Claude Opus 4.5 Max page
OpenAI

GPT-5.1 Pro

GPT-5.1 Pro is a frontier model from OpenAI. It offers a 200,000-token context window, costs $19.77 per million input tokens and $100.32 per million output tokens, and averages 87.8 across the index's benchmark suite.

Input
$19.77 / 1M
Output
$100.32 / 1M
Context
200,000
Avg score
87.8
Open weights
No
Full GPT-5.1 Pro page

Specification comparison

SpecClaude Opus 4.5 MaxGPT-5.1 ProEdge
Input price / 1M$20.90$19.77B
Output price / 1M$106.51$100.32B
Context window1,000,000200,000A
Max output16,38432,768B
Average score87.887.8Tie
Arena Elo1501.91490.0A
Open weightsNoNoTie

Benchmark comparison

Claude Opus 4.5 Max wins 5, GPT-5.1 Pro wins 6, and 1 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Opus 4.5 MaxGPT-5.1 ProGapWinner
MMLU-Pro89.586.23.3Claude Opus 4.5 Max
GPQA Diamond84.683.41.2Claude Opus 4.5 Max
SWE-bench Verified79.580.10.6GPT-5.1 Pro
HumanEval91.791.10.6Claude Opus 4.5 Max
MATH-50094.295.10.9GPT-5.1 Pro
AIME 202589.390.61.3GPT-5.1 Pro
LiveCodeBench80.682.21.6GPT-5.1 Pro
IFEval94.594.80.3GPT-5.1 Pro
TruthfulQA86.986.90.0Tie
HellaSwag93.093.80.8GPT-5.1 Pro
MMMU82.381.60.7Claude Opus 4.5 Max
Arena Elo1501.91490.011.9Claude Opus 4.5 Max

Price analysis

On a blended 3:1 input-to-output basis, Claude Opus 4.5 Max costs about $42.30 per million tokens and GPT-5.1 Pro costs about $39.91. GPT-5.1 Pro is roughly 6% cheaper than Claude Opus 4.5 Max. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Claude Opus 4.5 Max has the larger context window at 1,000,000 tokens, compared with 200,000 for GPT-5.1 Pro. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Opus 4.5 Max wins 5, GPT-5.1 Pro wins 6, and 1 are tied. The two models are effectively tied on the index average at 87.8.

The price picture favours GPT-5.1 Pro. The context picture favours Claude Opus 4.5 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 GPT-5.1 Pro if cost is the constraint and Claude Opus 4.5 Max if context is the constraint. Test both on a sample of your own traffic before committing.

Choose Claude Opus 4.5 Max if

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

Choose GPT-5.1 Pro if

  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 32,768-token output limit.

FAQ

Is Claude Opus 4.5 Max better than GPT-5.1 Pro?

The two models are effectively tied on the index average at 87.8. The better choice depends on price, context and your task. Claude Opus 4.5 Max wins 5 benchmarks, GPT-5.1 Pro wins 6.

Which is cheaper, Claude Opus 4.5 Max or GPT-5.1 Pro?

GPT-5.1 Pro is cheaper on a blended 3:1 basis at about $39.91 per million tokens, versus $42.30 for Claude Opus 4.5 Max.

Which has the larger context window?

Claude Opus 4.5 Max has the larger context window at 1,000,000 tokens. GPT-5.1 Pro has 200,000 tokens.

Are these models open weights?

Claude Opus 4.5 Max is proprietary; GPT-5.1 Pro is proprietary.

Which should I choose for production?

If you need a single default, start with GPT-5.1 Pro if cost is the constraint and Claude Opus 4.5 Max if context is the constraint. Test both on a sample of your own traffic before committing.

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