Head-to-head · frontier vs frontier

Claude Opus 4.5 Vision vs GPT-4.1 Max: which model should you choose?

We compared Claude Opus 4.5 Vision and GPT-4.1 Max on price, context window and 12 benchmarks. Claude Opus 4.5 Vision has the stronger average benchmark score; GPT-4.1 Max is cheaper on a blended 3:1 basis.

Anthropic

Claude Opus 4.5 Vision

Claude Opus 4.5 Vision is a frontier model from Anthropic. It offers a 200,000-token context window, costs $17.70 per million input tokens and $74.84 per million output tokens, and averages 85.9 across the index's benchmark suite.

Input
$17.70 / 1M
Output
$74.84 / 1M
Context
200,000
Avg score
85.9
Open weights
No
Full Claude Opus 4.5 Vision page
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

Specification comparison

SpecClaude Opus 4.5 VisionGPT-4.1 MaxEdge
Input price / 1M$17.70$17.34B
Output price / 1M$74.84$66.38B
Context window200,000400,000B
Max output32,7688,192A
Average score85.984.7A
Arena Elo1452.21467.6B
Open weightsNoNoTie

Benchmark comparison

Claude Opus 4.5 Vision wins 8, GPT-4.1 Max wins 4, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Opus 4.5 VisionGPT-4.1 MaxGapWinner
MMLU-Pro86.987.40.5GPT-4.1 Max
GPQA Diamond80.781.20.5GPT-4.1 Max
SWE-bench Verified77.774.82.9Claude Opus 4.5 Vision
HumanEval88.288.80.6GPT-4.1 Max
MATH-50091.987.34.6Claude Opus 4.5 Vision
AIME 202585.484.90.5Claude Opus 4.5 Vision
LiveCodeBench80.178.51.6Claude Opus 4.5 Vision
IFEval92.692.10.5Claude Opus 4.5 Vision
TruthfulQA86.985.41.5Claude Opus 4.5 Vision
HellaSwag91.490.70.7Claude Opus 4.5 Vision
MMMU83.280.52.7Claude Opus 4.5 Vision
Arena Elo1452.21467.615.4GPT-4.1 Max

Price analysis

On a blended 3:1 input-to-output basis, Claude Opus 4.5 Vision costs about $31.98 per million tokens and GPT-4.1 Max costs about $29.60. GPT-4.1 Max is roughly 7% cheaper than Claude Opus 4.5 Vision. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

GPT-4.1 Max has the larger context window at 400,000 tokens, compared with 200,000 for Claude Opus 4.5 Vision. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Opus 4.5 Vision wins 8, GPT-4.1 Max wins 4, and 0 are tied. On the index average, Claude Opus 4.5 Vision leads GPT-4.1 Max by 1.2 points (85.9 versus 84.7).

The price picture favours GPT-4.1 Max. The context picture favours GPT-4.1 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 Claude Opus 4.5 Vision 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 Claude Opus 4.5 Vision if

  • You want the higher average benchmark score in this index.
  • You need the larger 32,768-token output limit.

Choose GPT-4.1 Max if

  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 400,000-token context window.

FAQ

Is Claude Opus 4.5 Vision better than GPT-4.1 Max?

On the index average, Claude Opus 4.5 Vision leads GPT-4.1 Max by 1.2 points (85.9 versus 84.7). The better choice depends on price, context and your task. Claude Opus 4.5 Vision wins 8 benchmarks, GPT-4.1 Max wins 4.

Which is cheaper, Claude Opus 4.5 Vision or GPT-4.1 Max?

GPT-4.1 Max is cheaper on a blended 3:1 basis at about $29.60 per million tokens, versus $31.98 for Claude Opus 4.5 Vision.

Which has the larger context window?

GPT-4.1 Max has the larger context window at 400,000 tokens. Claude Opus 4.5 Vision has 200,000 tokens.

Are these models open weights?

Claude Opus 4.5 Vision is proprietary; GPT-4.1 Max is proprietary.

Which should I choose for production?

If you need a single default, start with Claude Opus 4.5 Vision 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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