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Claude Sonnet 4 vs DeepSeek V3.2

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 V3.2.

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 V3.2

DeepSeek-V3.2 is a large language model designed to harmonize high computational efficiency with strong reasoning and agentic tool-use performance. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

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Technical Specifications

SpecificationClaude Sonnet 4DeepSeek V3.2
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens131,072 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2025-05-222025-12-01

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

DeepSeek V3.2

$0.23

Output Price per Million Tokens

Claude Sonnet 4

$15.00

DeepSeek V3.2

$0.34

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 V3.2
HumanEvalPython coding & logic synthesis
9150.0%vsN/A
Claude Sonnet 4
DeepSeek V3.2
MATHComplex mathematical problem solving
7880.0%vsN/A
Claude Sonnet 4
DeepSeek V3.2
GPQAGraduate-level expert reasoning
6050.0%vsN/A
Claude Sonnet 4
DeepSeek V3.2
HellaSwagCommonsense reasoning and inference
9500.0%vsN/A
Claude Sonnet 4
DeepSeek V3.2
MT-BenchMulti-turn conversation flow quality
920.0%vsN/A
Claude Sonnet 4
DeepSeek V3.2

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

DeepSeek V3.2 Quirks & Gotchas

No developer gotchas reported.