Head-to-head · frontier vs frontier

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

We compared Claude Opus 4.5 Reasoning and GPT-5.1 Max on price, context window and 12 benchmarks. Claude Opus 4.5 Reasoning has the stronger average benchmark score; GPT-5.1 Max is cheaper on a blended 3:1 basis.

Anthropic

Claude Opus 4.5 Reasoning

Claude Opus 4.5 Reasoning is a frontier model from Anthropic. It offers a 2,000,000-token context window, costs $20.91 per million input tokens and $108.13 per million output tokens, and averages 88.2 across the index's benchmark suite.

Input
$20.91 / 1M
Output
$108.13 / 1M
Context
2,000,000
Avg score
88.2
Open weights
No
Full Claude Opus 4.5 Reasoning page
OpenAI

GPT-5.1 Max

GPT-5.1 Max is a frontier model from OpenAI. It offers a 2,000,000-token context window, costs $20.50 per million input tokens and $103.98 per million output tokens, and averages 87.9 across the index's benchmark suite.

Input
$20.50 / 1M
Output
$103.98 / 1M
Context
2,000,000
Avg score
87.9
Open weights
No
Full GPT-5.1 Max page

Specification comparison

SpecClaude Opus 4.5 ReasoningGPT-5.1 MaxEdge
Input price / 1M$20.91$20.50B
Output price / 1M$108.13$103.98B
Context window2,000,0002,000,000Tie
Max output16,3848,192A
Average score88.287.9A
Arena Elo1497.51478.2A
Open weightsNoNoTie

Benchmark comparison

Claude Opus 4.5 Reasoning wins 7, GPT-5.1 Max wins 5, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Opus 4.5 ReasoningGPT-5.1 MaxGapWinner
MMLU-Pro90.791.30.6GPT-5.1 Max
GPQA Diamond82.686.43.8GPT-5.1 Max
SWE-bench Verified79.575.63.9Claude Opus 4.5 Reasoning
HumanEval92.192.20.1GPT-5.1 Max
MATH-50091.691.30.3Claude Opus 4.5 Reasoning
AIME 202588.988.80.1Claude Opus 4.5 Reasoning
LiveCodeBench81.880.21.6Claude Opus 4.5 Reasoning
IFEval95.992.23.7Claude Opus 4.5 Reasoning
TruthfulQA89.091.12.1GPT-5.1 Max
HellaSwag93.893.10.7Claude Opus 4.5 Reasoning
MMMU84.685.10.5GPT-5.1 Max
Arena Elo1497.51478.219.3Claude Opus 4.5 Reasoning

Price analysis

On a blended 3:1 input-to-output basis, Claude Opus 4.5 Reasoning costs about $42.72 per million tokens and GPT-5.1 Max costs about $41.37. GPT-5.1 Max is roughly 3% cheaper than Claude Opus 4.5 Reasoning. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Both models list a 2,000,000-token context window. That is enough for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Opus 4.5 Reasoning wins 7, GPT-5.1 Max wins 5, and 0 are tied. On the index average, Claude Opus 4.5 Reasoning leads GPT-5.1 Max by 0.3 points (88.2 versus 87.9).

The price picture favours GPT-5.1 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 Claude Opus 4.5 Reasoning for quality-sensitive work and GPT-5.1 Max for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose Claude Opus 4.5 Reasoning if

  • You want the higher average benchmark score in this index.
  • You need the larger 16,384-token output limit.

Choose GPT-5.1 Max if

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

FAQ

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

On the index average, Claude Opus 4.5 Reasoning leads GPT-5.1 Max by 0.3 points (88.2 versus 87.9). The better choice depends on price, context and your task. Claude Opus 4.5 Reasoning wins 7 benchmarks, GPT-5.1 Max wins 5.

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

GPT-5.1 Max is cheaper on a blended 3:1 basis at about $41.37 per million tokens, versus $42.72 for Claude Opus 4.5 Reasoning.

Which has the larger context window?

Both models list a 2,000,000-token context window.

Are these models open weights?

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

Which should I choose for production?

If you need a single default, start with Claude Opus 4.5 Reasoning for quality-sensitive work and GPT-5.1 Max for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Related comparisons