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Claude Sonnet 4.5 vs 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 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

R1

DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....

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Technical Specifications

SpecificationClaude Sonnet 4.5R1
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 Date2025-09-292025-01-20

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

R1

$0.70

Output Price per Million Tokens

Claude Sonnet 4.5

$15.00

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

R1 Quirks & Gotchas

No developer gotchas reported.