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Claude Sonnet 4 vs GPT-5.4 Nano

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 GPT-5.4 Nano.

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

GPT-5.4 Nano

GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency...

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Technical Specifications

SpecificationClaude Sonnet 4GPT-5.4 Nano
ProviderAnthropicOpenAI
Context Window1,000,000 tokens400,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2025-05-222026-03-17

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

GPT-5.4 Nano

$0.20

Output Price per Million Tokens

Claude Sonnet 4

$15.00

GPT-5.4 Nano

$1.25

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
GPT-5.4 Nano
HumanEvalPython coding & logic synthesis
9150.0%vsN/A
Claude Sonnet 4
GPT-5.4 Nano
MATHComplex mathematical problem solving
7880.0%vsN/A
Claude Sonnet 4
GPT-5.4 Nano
GPQAGraduate-level expert reasoning
6050.0%vsN/A
Claude Sonnet 4
GPT-5.4 Nano
HellaSwagCommonsense reasoning and inference
9500.0%vsN/A
Claude Sonnet 4
GPT-5.4 Nano
MT-BenchMulti-turn conversation flow quality
920.0%vsN/A
Claude Sonnet 4
GPT-5.4 Nano

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

GPT-5.4 Nano Quirks & Gotchas

No developer gotchas reported.