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Claude Sonnet 4.5 vs DeepSeek R1

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 R1.

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 R1

A premier reasoning model employing large-scale reinforcement learning. Displays specialized math, coding, and logical validation capabilities comparable to OpenAI's o1.

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Technical Specifications

SpecificationClaude Sonnet 4.5DeepSeek R1
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent Suitability91/10078/100
Time to First Token (TTFT)380 ms1800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-09-292025-01-20

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

DeepSeek R1

$0.70

Output Price per Million Tokens

Claude Sonnet 4.5

$15.00

DeepSeek R1

$2.50

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%vs9080.0%
Claude Sonnet 4.5
DeepSeek R1
HumanEvalPython coding & logic synthesis
9280.0%vs9280.0%
Claude Sonnet 4.5
DeepSeek R1
MATHComplex mathematical problem solving
8000.0%vs9310.0%
Claude Sonnet 4.5
DeepSeek R1
GPQAGraduate-level expert reasoning
6250.0%vs6210.0%
Claude Sonnet 4.5
DeepSeek R1
HellaSwagCommonsense reasoning and inference
9580.0%vs9050.0%
Claude Sonnet 4.5
DeepSeek R1
MT-BenchMulti-turn conversation flow quality
930.0%vs935.0%
Claude Sonnet 4.5
DeepSeek R1

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 R1 Quirks & Gotchas

  • Reasoning model — not designed for high-frequency tool calling
  • Pair with a smaller model (V4 Flash) for routing and use R1 for complex reasoning only