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Claude Opus 4.8 (Fast) 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 Opus 4.8 (Fast) and DeepSeek 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

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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 Opus 4.8 (Fast)DeepSeek R1
ProviderAnthropicDeepSeek
Context Window1,000,000 tokens163,840 tokens
Agent SuitabilityN/A78/100
Time to First Token (TTFT)N/A1800 ms
Deployment Modelmanaged apimanaged api
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

DeepSeek R1

$0.70

Output Price per Million Tokens

Claude Opus 4.8 (Fast)

$50.00

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

Claude Opus 4.8 (Fast) Quirks & Gotchas

No developer gotchas reported.

DeepSeek R1 Quirks & Gotchas

  • โ–ธReasoning model โ€” not designed for high-frequency tool calling
  • โ–ธPair with a smaller model (V4 Flash) for routing and use R1 for complex reasoning only