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Claude 3.5 Sonnet 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 3.5 Sonnet and DeepSeek V3.1.

Anthropic

Claude 3.5 Sonnet

Claude 3.5 Sonnet was Anthropic's breakout model of 2024, widely regarded as one of the most capable commercial LLMs of its generation. It earned widespread developer praise for its exceptional coding ability, nuanced long-form writing, and reliable complex reasoning across a 200,000-token context window. Claude 3.5 Sonnet introduced computer-use capabilities, enabling it to interact with desktop environments, web browsers, and software tools autonomously. Available via API at $3/MTok for input, it continues to be a popular choice for developers who want a well-rounded, safety-aligned model with strong benchmark performance for coding, analysis, and content generation tasks.

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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 3.5 SonnetDeepSeek V3.1
ProviderAnthropicDeepSeek
Context Window200,000 tokens163,840 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment ModelN/Aself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-06-212025-08-21

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Sonnet

$3.00

DeepSeek V3.1

$0.21

Output Price per Million Tokens

Claude 3.5 Sonnet

$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
8870.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1
HumanEvalPython coding & logic synthesis
9200.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1
MATHComplex mathematical problem solving
7110.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1
GPQAGraduate-level expert reasoning
5940.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1
HellaSwagCommonsense reasoning and inference
9540.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
Claude 3.5 Sonnet
DeepSeek V3.1

Claude 3.5 Sonnet Quirks & Gotchas

No developer gotchas reported.

DeepSeek V3.1 Quirks & Gotchas

No developer gotchas reported.