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DeepSeek R1 vs o4 Mini High

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 DeepSeek R1 and o4 Mini High.

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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OpenAI

o4 Mini High

OpenAI o4-mini-high is the same model as [o4-mini](/openai/o4-mini) with reasoning_effort set to high. OpenAI o4-mini is a compact reasoning model in the o-series, optimized for fast, cost-efficient performance while retaining...

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Technical Specifications

SpecificationDeepSeek R1o4 Mini High
ProviderDeepSeekOpenAI
Context Window163,840 tokens200,000 tokens
Agent Suitability78/100N/A
Time to First Token (TTFT)1800 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-202025-04-16

API Pricing Comparison

Input Price per Million Tokens

DeepSeek R1

$0.70

o4 Mini High

$1.10

Output Price per Million Tokens

DeepSeek R1

$2.50

o4 Mini High

$4.40

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
9080.0%vsN/A
DeepSeek R1
o4 Mini High
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
DeepSeek R1
o4 Mini High
MATHComplex mathematical problem solving
9310.0%vsN/A
DeepSeek R1
o4 Mini High
GPQAGraduate-level expert reasoning
6210.0%vsN/A
DeepSeek R1
o4 Mini High
HellaSwagCommonsense reasoning and inference
9050.0%vsN/A
DeepSeek R1
o4 Mini High
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
DeepSeek R1
o4 Mini High

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

o4 Mini High Quirks & Gotchas

No developer gotchas reported.