Head-to-head · multimodal vs multimodal

Claude Haiku 4.5 Pro vs o3 Vision: which model should you choose?

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

Anthropic

Claude Haiku 4.5 Pro

Claude Haiku 4.5 Pro is a multimodal model from Anthropic. It offers a 1,000,000-token context window, costs $15.07 per million input tokens and $73.96 per million output tokens, and averages 80.8 across the index's benchmark suite.

Input
$15.07 / 1M
Output
$73.96 / 1M
Context
1,000,000
Avg score
80.8
Open weights
No
Full Claude Haiku 4.5 Pro page
OpenAI

o3 Vision

o3 Vision is a multimodal model from OpenAI. It offers a 1,000,000-token context window, costs $15.24 per million input tokens and $65.25 per million output tokens, and averages 81.8 across the index's benchmark suite.

Input
$15.24 / 1M
Output
$65.25 / 1M
Context
1,000,000
Avg score
81.8
Open weights
No
Full o3 Vision page

Specification comparison

SpecClaude Haiku 4.5 Proo3 VisionEdge
Input price / 1M$15.07$15.24A
Output price / 1M$73.96$65.25B
Context window1,000,0001,000,000Tie
Max output8,1928,192Tie
Average score80.881.8B
Arena Elo1436.21436.5B
Open weightsNoNoTie

Benchmark comparison

Claude Haiku 4.5 Pro wins 2, o3 Vision wins 10, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkClaude Haiku 4.5 Proo3 VisionGapWinner
MMLU-Pro81.583.62.1o3 Vision
GPQA Diamond75.777.82.1o3 Vision
SWE-bench Verified70.471.81.4o3 Vision
HumanEval86.085.60.4Claude Haiku 4.5 Pro
MATH-50083.784.40.7o3 Vision
AIME 202580.182.42.3o3 Vision
LiveCodeBench72.473.71.3o3 Vision
IFEval90.189.30.8Claude Haiku 4.5 Pro
TruthfulQA84.185.81.7o3 Vision
HellaSwag89.389.70.4o3 Vision
MMMU75.375.70.4o3 Vision
Arena Elo1436.21436.50.3o3 Vision

Price analysis

On a blended 3:1 input-to-output basis, Claude Haiku 4.5 Pro costs about $29.79 per million tokens and o3 Vision costs about $27.74. o3 Vision is roughly 7% cheaper than Claude Haiku 4.5 Pro. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Both models list a 1,000,000-token context window. That is enough for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Claude Haiku 4.5 Pro wins 2, o3 Vision wins 10, and 0 are tied. On the index average, o3 Vision leads Claude Haiku 4.5 Pro by 1.0 points (81.8 versus 80.8).

The price picture favours o3 Vision. 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 o3 Vision for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose Claude Haiku 4.5 Pro if

  • You prefer Anthropic's tooling or already use it.

Choose o3 Vision if

  • You want the higher average benchmark score in this index.
  • Unit cost matters and you want the cheaper blended price.
  • The workload needs multi-step reasoning.

FAQ

Is Claude Haiku 4.5 Pro better than o3 Vision?

On the index average, o3 Vision leads Claude Haiku 4.5 Pro by 1.0 points (81.8 versus 80.8). The better choice depends on price, context and your task. Claude Haiku 4.5 Pro wins 2 benchmarks, o3 Vision wins 10.

Which is cheaper, Claude Haiku 4.5 Pro or o3 Vision?

o3 Vision is cheaper on a blended 3:1 basis at about $27.74 per million tokens, versus $29.79 for Claude Haiku 4.5 Pro.

Which has the larger context window?

Both models list a 1,000,000-token context window.

Are these models open weights?

Claude Haiku 4.5 Pro is proprietary; o3 Vision is proprietary.

Which should I choose for production?

If you need a single default, start with o3 Vision for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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