Head-to-head · frontier vs frontier

Claude Opus 4.5 Turbo vs o4 Reasoning: which model should you choose?

We compared Claude Opus 4.5 Turbo and o4 Reasoning on price, context window and 12 benchmarks. o4 Reasoning has the stronger average benchmark score; o4 Reasoning is cheaper on a blended 3:1 basis.

Anthropic

Claude Opus 4.5 Turbo

Claude Opus 4.5 Turbo is a frontier model from Anthropic. It offers a 2,000,000-token context window, costs $19.57 per million input tokens and $106.60 per million output tokens, and averages 85.7 across the index's benchmark suite.

Input
$19.57 / 1M
Output
$106.60 / 1M
Context
2,000,000
Avg score
85.7
Open weights
No
Full Claude Opus 4.5 Turbo page
OpenAI

o4 Reasoning

o4 Reasoning is a frontier model from OpenAI. It offers a 1,000,000-token context window, costs $19.69 per million input tokens and $103.53 per million output tokens, and averages 87.5 across the index's benchmark suite.

Input
$19.69 / 1M
Output
$103.53 / 1M
Context
1,000,000
Avg score
87.5
Open weights
No
Full o4 Reasoning page

Specification comparison

SpecClaude Opus 4.5 Turboo4 ReasoningEdge
Input price / 1M$19.57$19.69A
Output price / 1M$106.60$103.53B
Context window2,000,0001,000,000A
Max output65,536128,000B
Average score85.787.5B
Arena Elo1469.31472.2B
Open weightsNoNoTie

Benchmark comparison

Claude Opus 4.5 Turbo wins 1, o4 Reasoning wins 11, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Opus 4.5 Turboo4 ReasoningGapWinner
MMLU-Pro85.886.10.3o4 Reasoning
GPQA Diamond81.984.02.1o4 Reasoning
SWE-bench Verified75.076.41.4o4 Reasoning
HumanEval89.890.20.4o4 Reasoning
MATH-50093.294.81.6o4 Reasoning
AIME 202587.290.33.1o4 Reasoning
LiveCodeBench78.583.44.9o4 Reasoning
IFEval92.294.52.3o4 Reasoning
TruthfulQA85.589.03.5o4 Reasoning
HellaSwag92.892.40.4Claude Opus 4.5 Turbo
MMMU80.581.81.3o4 Reasoning
Arena Elo1469.31472.22.9o4 Reasoning

Price analysis

On a blended 3:1 input-to-output basis, Claude Opus 4.5 Turbo costs about $41.33 per million tokens and o4 Reasoning costs about $40.65. o4 Reasoning is roughly 2% cheaper than Claude Opus 4.5 Turbo. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Claude Opus 4.5 Turbo has the larger context window at 2,000,000 tokens, compared with 1,000,000 for o4 Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Opus 4.5 Turbo wins 1, o4 Reasoning wins 11, and 0 are tied. On the index average, o4 Reasoning leads Claude Opus 4.5 Turbo by 1.8 points (87.5 versus 85.7).

The price picture favours o4 Reasoning. The context picture favours Claude Opus 4.5 Turbo. 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 o4 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose Claude Opus 4.5 Turbo if

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

Choose o4 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.

FAQ

Is Claude Opus 4.5 Turbo better than o4 Reasoning?

On the index average, o4 Reasoning leads Claude Opus 4.5 Turbo by 1.8 points (87.5 versus 85.7). The better choice depends on price, context and your task. Claude Opus 4.5 Turbo wins 1 benchmarks, o4 Reasoning wins 11.

Which is cheaper, Claude Opus 4.5 Turbo or o4 Reasoning?

o4 Reasoning is cheaper on a blended 3:1 basis at about $40.65 per million tokens, versus $41.33 for Claude Opus 4.5 Turbo.

Which has the larger context window?

Claude Opus 4.5 Turbo has the larger context window at 2,000,000 tokens. o4 Reasoning has 1,000,000 tokens.

Are these models open weights?

Claude Opus 4.5 Turbo is proprietary; o4 Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with o4 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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