Head-to-head · frontier vs frontier

Claude Sonnet 4.5 Turbo vs o3 Pro: which model should you choose?

We compared Claude Sonnet 4.5 Turbo and o3 Pro on price, context window and 12 benchmarks. Claude Sonnet 4.5 Turbo has the stronger average benchmark score; o3 Pro is cheaper on a blended 3:1 basis.

Anthropic

Claude Sonnet 4.5 Turbo

Claude Sonnet 4.5 Turbo is a frontier model from Anthropic. It offers a 1,000,000-token context window, costs $18.37 per million input tokens and $81.65 per million output tokens, and averages 85.9 across the index's benchmark suite.

Input
$18.37 / 1M
Output
$81.65 / 1M
Context
1,000,000
Avg score
85.9
Open weights
No
Full Claude Sonnet 4.5 Turbo page
OpenAI

o3 Pro

o3 Pro is a frontier model from OpenAI. It offers a 400,000-token context window, costs $17.89 per million input tokens and $81.48 per million output tokens, and averages 85.8 across the index's benchmark suite.

Input
$17.89 / 1M
Output
$81.48 / 1M
Context
400,000
Avg score
85.8
Open weights
No
Full o3 Pro page

Specification comparison

SpecClaude Sonnet 4.5 Turboo3 ProEdge
Input price / 1M$18.37$17.89B
Output price / 1M$81.65$81.48B
Context window1,000,000400,000A
Max output65,5368,192A
Average score85.985.8A
Arena Elo1461.71471.9B
Open weightsNoNoTie

Benchmark comparison

Claude Sonnet 4.5 Turbo wins 5, o3 Pro wins 7, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Sonnet 4.5 Turboo3 ProGapWinner
MMLU-Pro87.284.32.9Claude Sonnet 4.5 Turbo
GPQA Diamond83.778.75.0Claude Sonnet 4.5 Turbo
SWE-bench Verified75.276.91.7o3 Pro
HumanEval90.490.60.2o3 Pro
MATH-50088.092.44.4o3 Pro
AIME 202587.883.54.3Claude Sonnet 4.5 Turbo
LiveCodeBench78.982.43.5o3 Pro
IFEval91.490.90.5Claude Sonnet 4.5 Turbo
TruthfulQA87.788.40.7o3 Pro
HellaSwag93.992.51.4Claude Sonnet 4.5 Turbo
MMMU81.183.12.0o3 Pro
Arena Elo1461.71471.910.2o3 Pro

Price analysis

On a blended 3:1 input-to-output basis, Claude Sonnet 4.5 Turbo costs about $34.19 per million tokens and o3 Pro costs about $33.79. o3 Pro is roughly 1% cheaper than Claude Sonnet 4.5 Turbo. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Claude Sonnet 4.5 Turbo has the larger context window at 1,000,000 tokens, compared with 400,000 for o3 Pro. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Sonnet 4.5 Turbo wins 5, o3 Pro wins 7, and 0 are tied. On the index average, Claude Sonnet 4.5 Turbo leads o3 Pro by 0.1 points (85.9 versus 85.8).

The price picture favours o3 Pro. The context picture favours Claude Sonnet 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 Claude Sonnet 4.5 Turbo for quality-sensitive work and o3 Pro for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose Claude Sonnet 4.5 Turbo if

  • You want the higher average benchmark score in this index.
  • You need the larger 1,000,000-token context window.
  • You need the larger 65,536-token output limit.

Choose o3 Pro if

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

FAQ

Is Claude Sonnet 4.5 Turbo better than o3 Pro?

On the index average, Claude Sonnet 4.5 Turbo leads o3 Pro by 0.1 points (85.9 versus 85.8). The better choice depends on price, context and your task. Claude Sonnet 4.5 Turbo wins 5 benchmarks, o3 Pro wins 7.

Which is cheaper, Claude Sonnet 4.5 Turbo or o3 Pro?

o3 Pro is cheaper on a blended 3:1 basis at about $33.79 per million tokens, versus $34.19 for Claude Sonnet 4.5 Turbo.

Which has the larger context window?

Claude Sonnet 4.5 Turbo has the larger context window at 1,000,000 tokens. o3 Pro has 400,000 tokens.

Are these models open weights?

Claude Sonnet 4.5 Turbo is proprietary; o3 Pro is proprietary.

Which should I choose for production?

If you need a single default, start with Claude Sonnet 4.5 Turbo for quality-sensitive work and o3 Pro for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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