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Claude 3.5 Sonnet v2 vs DeepSeek V4 Pro

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 v2 and DeepSeek V4 Pro.

Anthropic

Claude 3.5 Sonnet v2

Claude 3.5 Sonnet v2 is Anthropic's enhanced version of the breakthrough Claude 3.5 Sonnet, delivering significantly improved coding capabilities, longer context handling, and more reliable tool use at the same competitive pricing. It maintains the same 200K-token context window while achieving substantial gains in HumanEval, SWE-bench, and agentic task completion rates. Claude 3.5 Sonnet v2 remains widely used as a fallback model for teams that have standardized on the 3.5 architecture and prefer its consistent, well-characterized behavior for production deployments.

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DeepSeek

DeepSeek V4 Pro

DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...

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Technical Specifications

SpecificationClaude 3.5 Sonnet v2DeepSeek V4 Pro
ProviderAnthropicDeepSeek
Context Window200,000 tokens1,048,576 tokens
Agent Suitability92/10094/100
Time to First Token (TTFT)360 ms280 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-02-152026-04-24

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Sonnet v2

$3.00

DeepSeek V4 Pro

$0.43

Output Price per Million Tokens

Claude 3.5 Sonnet v2

$15.00

DeepSeek V4 Pro

$0.87

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
N/Avs8850.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro
HumanEvalPython coding & logic synthesis
N/Avs8900.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro
MATHComplex mathematical problem solving
N/Avs7460.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro
GPQAGraduate-level expert reasoning
N/Avs4900.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro
HellaSwagCommonsense reasoning and inference
N/Avs8750.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro
MT-BenchMulti-turn conversation flow quality
N/Avs918.0%
Claude 3.5 Sonnet v2
DeepSeek V4 Pro

Claude 3.5 Sonnet v2 Quirks & Gotchas

  • โ–ธWell-characterized production behavior โ€” ideal for teams needing stability
  • โ–ธUpgrade to Claude 4.6 Sonnet for 1M context and improved agentic performance

DeepSeek V4 Pro Quirks & Gotchas

  • โ–ธMoE architecture โ€” cold-start latency on first request, use keep-alive
  • โ–ธBest cost-performance ratio of any frontier model โ€” strong tool calling for agentic use