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Claude Sonnet 4.5 vs DeepSeek V3.2 Exp

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 4.5 and DeepSeek V3.2 Exp.

Anthropic

Claude Sonnet 4.5

Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...

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DeepSeek

DeepSeek V3.2 Exp

DeepSeek-V3.2-Exp is an experimental large language model released by DeepSeek as an intermediate step between V3.1 and future architectures. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

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Technical Specifications

SpecificationClaude Sonnet 4.5DeepSeek V3.2 Exp
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)380 msN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-09-292025-09-29

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

DeepSeek V3.2 Exp

$0.27

Output Price per Million Tokens

Claude Sonnet 4.5

$15.00

DeepSeek V3.2 Exp

$0.41

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
8950.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp
MATHComplex mathematical problem solving
8000.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp
GPQAGraduate-level expert reasoning
6250.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp
HellaSwagCommonsense reasoning and inference
9580.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp
MT-BenchMulti-turn conversation flow quality
930.0%vsN/A
Claude Sonnet 4.5
DeepSeek V3.2 Exp

Claude Sonnet 4.5 Quirks & Gotchas

  • Excellent for long-form writing and nuanced document analysis
  • Slightly slower than Sonnet 4.6 — upgrade for production agentic use

DeepSeek V3.2 Exp Quirks & Gotchas

No developer gotchas reported.