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o1 vs o1-pro

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 o1 and o1-pro.

OpenAI

o1

The latest and strongest model family from OpenAI, o1 is designed to spend more time thinking before responding. The o1 model series is trained with large-scale reinforcement learning to reason...

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OpenAI

o1-pro

The o1 series of models are trained with reinforcement learning to think before they answer and perform complex reasoning. The o1-pro model uses more compute to think harder and provide...

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Technical Specifications

Specificationo1o1-pro
ProviderOpenAIOpenAI
Context Window200,000 tokens200,000 tokens
Agent Suitability88/100N/A
Time to First Token (TTFT)2500 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-12-172025-03-19

API Pricing Comparison

Input Price per Million Tokens

o1

$15.00

o1-pro

$150.00

Output Price per Million Tokens

o1

$60.00

o1-pro

$600.00

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
9180.0%vsN/A
o1
o1-pro
HumanEvalPython coding & logic synthesis
9450.0%vsN/A
o1
o1-pro
MATHComplex mathematical problem solving
9480.0%vsN/A
o1
o1-pro
GPQAGraduate-level expert reasoning
7830.0%vsN/A
o1
o1-pro
HellaSwagCommonsense reasoning and inference
9200.0%vsN/A
o1
o1-pro
MT-BenchMulti-turn conversation flow quality
940.0%vsN/A
o1
o1-pro

o1 Quirks & Gotchas

  • โ–ธReasoning model โ€” high latency by design, not for real-time use
  • โ–ธBest for complex math/code reasoning where accuracy > speed
  • โ–ธUse o3-mini when you need reasoning with lower latency

o1-pro Quirks & Gotchas

No developer gotchas reported.