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Claude Sonnet 4 vs o3 Mini High

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude Sonnet 4 and o3 Mini High.

Anthropic

Claude Sonnet 4

Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...

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OpenAI

o3 Mini High

OpenAI o3-mini-high is the same model as [o3-mini](/openai/o3-mini) with reasoning_effort set to high. o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and...

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Technical Specifications

SpecificationClaude Sonnet 4o3 Mini High
ProviderAnthropicOpenAI
Context Window1,000,000 tokens200,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2025-05-222025-02-12

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

o3 Mini High

$1.10

Output Price per Million Tokens

Claude Sonnet 4

$15.00

o3 Mini High

$4.40

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
8800.0%vsN/A
Claude Sonnet 4
o3 Mini High
HumanEvalPython coding & logic synthesis
9150.0%vsN/A
Claude Sonnet 4
o3 Mini High
MATHComplex mathematical problem solving
7880.0%vsN/A
Claude Sonnet 4
o3 Mini High
GPQAGraduate-level expert reasoning
6050.0%vsN/A
Claude Sonnet 4
o3 Mini High
HellaSwagCommonsense reasoning and inference
9500.0%vsN/A
Claude Sonnet 4
o3 Mini High
MT-BenchMulti-turn conversation flow quality
920.0%vsN/A
Claude Sonnet 4
o3 Mini High

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

o3 Mini High Quirks & Gotchas

No developer gotchas reported.