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Claude Sonnet 4 vs DeepSeek V3.1

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 DeepSeek V3.1.

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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DeepSeek

DeepSeek V3.1

DeepSeek-V3.1 is a large hybrid reasoning model (671B parameters, 37B active) that supports both thinking and non-thinking modes via prompt templates. It extends the DeepSeek-V3 base with a two-phase long-context...

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Technical Specifications

SpecificationClaude Sonnet 4DeepSeek V3.1
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2025-05-222025-08-21

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

DeepSeek V3.1

$0.21

Output Price per Million Tokens

Claude Sonnet 4

$15.00

DeepSeek V3.1

$0.79

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
DeepSeek V3.1
HumanEvalPython coding & logic synthesis
9150.0%vsN/A
Claude Sonnet 4
DeepSeek V3.1
MATHComplex mathematical problem solving
7880.0%vsN/A
Claude Sonnet 4
DeepSeek V3.1
GPQAGraduate-level expert reasoning
6050.0%vsN/A
Claude Sonnet 4
DeepSeek V3.1
HellaSwagCommonsense reasoning and inference
9500.0%vsN/A
Claude Sonnet 4
DeepSeek V3.1
MT-BenchMulti-turn conversation flow quality
920.0%vsN/A
Claude Sonnet 4
DeepSeek V3.1

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

DeepSeek V3.1 Quirks & Gotchas

No developer gotchas reported.