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o3 Mini 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 o3 Mini and R1.

OpenAI

o3 Mini

OpenAI o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and coding. This model supports the `reasoning_effort` parameter, which can be set to...

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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

Specificationo3 MiniR1
ProviderOpenAIDeepSeek
Context Window200,000 tokens163,840 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)800 msN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-312025-01-20

API Pricing Comparison

Input Price per Million Tokens

o3 Mini

$1.10

R1

$0.70

Output Price per Million Tokens

o3 Mini

$4.40

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
8790.0%vs9080.0%
o3 Mini
R1
HumanEvalPython coding & logic synthesis
9020.0%vs9280.0%
o3 Mini
R1
MATHComplex mathematical problem solving
9020.0%vs9310.0%
o3 Mini
R1
GPQAGraduate-level expert reasoning
6850.0%vs6210.0%
o3 Mini
R1
HellaSwagCommonsense reasoning and inference
8900.0%vs9050.0%
o3 Mini
R1
MT-BenchMulti-turn conversation flow quality
910.0%vs935.0%
o3 Mini
R1

o3 Mini Quirks & Gotchas

  • โ–ธBest cost/performance ratio for reasoning tasks in the OpenAI lineup
  • โ–ธStill slower than GPT-5 for simple tool calls โ€” route accordingly

R1 Quirks & Gotchas

No developer gotchas reported.