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Claude Opus 4.6 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 Opus 4.6 and R1.

Anthropic

Claude Opus 4.6

Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...

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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 Opus 4.6R1
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent Suitability95/100N/A
Time to First Token (TTFT)500 msN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-02-042025-01-20

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.6

$5.00

R1

$0.70

Output Price per Million Tokens

Claude Opus 4.6

$25.00

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
9250.0%vs9080.0%
Claude Opus 4.6
R1
HumanEvalPython coding & logic synthesis
9450.0%vs9280.0%
Claude Opus 4.6
R1
MATHComplex mathematical problem solving
8890.0%vs9310.0%
Claude Opus 4.6
R1
GPQAGraduate-level expert reasoning
7980.0%vs6210.0%
Claude Opus 4.6
R1
HellaSwagCommonsense reasoning and inference
9750.0%vs9050.0%
Claude Opus 4.6
R1
MT-BenchMulti-turn conversation flow quality
965.0%vs935.0%
Claude Opus 4.6
R1

Claude Opus 4.6 Quirks & Gotchas

  • Best for long-context document analysis and legal review
  • Tool calling requires structured prompt — prone to verbose refusal without explicit output schema

R1 Quirks & Gotchas

No developer gotchas reported.