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Claude Haiku 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 Haiku 4.5 and DeepSeek R1.

Anthropic

Claude Haiku 4.5

Claude Haiku 4.5 is Anthropic’s fastest and most efficient model, delivering near-frontier intelligence at a fraction of the cost and latency of larger Claude models. Matching Claude Sonnet 4’s performance...

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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 Haiku 4.5DeepSeek R1
ProviderAnthropicDeepSeek
Context Window200,000 tokens163,840 tokens
Agent Suitability87/10078/100
Time to First Token (TTFT)180 ms1800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-10-152025-01-20

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 4.5

$1.00

DeepSeek R1

$0.70

Output Price per Million Tokens

Claude Haiku 4.5

$5.00

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
8480.0%vs9080.0%
Claude Haiku 4.5
DeepSeek R1
HumanEvalPython coding & logic synthesis
8600.0%vs9280.0%
Claude Haiku 4.5
DeepSeek R1
MATHComplex mathematical problem solving
7500.0%vs9310.0%
Claude Haiku 4.5
DeepSeek R1
GPQAGraduate-level expert reasoning
5500.0%vs6210.0%
Claude Haiku 4.5
DeepSeek R1
HellaSwagCommonsense reasoning and inference
9350.0%vs9050.0%
Claude Haiku 4.5
DeepSeek R1
MT-BenchMulti-turn conversation flow quality
890.0%vs935.0%
Claude Haiku 4.5
DeepSeek R1

Claude Haiku 4.5 Quirks & Gotchas

  • Fastest TTFT in the Claude lineup — ideal for real-time chat
  • Tool calling limited compared to Sonnet — best for simple classification and routing

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