โ† Back to Model Hub/SIDE-BY-SIDE REVIEW
SHARE THIS:

Claude Opus 4.8 (Fast) 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 4.8 (Fast) and R1.

Anthropic

Claude Opus 4.8 (Fast)

Fast-mode variant of [Opus 4.8](/anthropic/claude-opus-4.8) - identical capabilities with higher output speed at 2x pricing relative to regular Opus 4.8. Learn more in Anthropic's docs: https://platform.claude.com/docs/en/build-with-claude/fast-mode

View Full Specs
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....

View Full Specs

Technical Specifications

SpecificationClaude Opus 4.8 (Fast)R1
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272025-01-20

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8 (Fast)

$10.00

R1

$0.70

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

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
N/Avs9080.0%
Claude Opus 4.8 (Fast)
R1
HumanEvalPython coding & logic synthesis
N/Avs9280.0%
Claude Opus 4.8 (Fast)
R1
MATHComplex mathematical problem solving
N/Avs9310.0%
Claude Opus 4.8 (Fast)
R1
GPQAGraduate-level expert reasoning
N/Avs6210.0%
Claude Opus 4.8 (Fast)
R1
HellaSwagCommonsense reasoning and inference
N/Avs9050.0%
Claude Opus 4.8 (Fast)
R1
MT-BenchMulti-turn conversation flow quality
N/Avs935.0%
Claude Opus 4.8 (Fast)
R1

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

R1 Quirks & Gotchas

No developer gotchas reported.