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GPT-4.1 vs o3 Mini

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 GPT-4.1 and o3 Mini.

OpenAI

GPT-4.1

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

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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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Technical Specifications

SpecificationGPT-4.1o3 Mini
ProviderOpenAIOpenAI
Context Window1,047,576 tokens200,000 tokens
Agent Suitability91/10091/100
Time to First Token (TTFT)250 ms800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-04-142025-01-31

API Pricing Comparison

Input Price per Million Tokens

GPT-4.1

$2.00

o3 Mini

$1.10

Output Price per Million Tokens

GPT-4.1

$8.00

o3 Mini

$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
N/Avs8790.0%
GPT-4.1
o3 Mini
HumanEvalPython coding & logic synthesis
N/Avs9020.0%
GPT-4.1
o3 Mini
MATHComplex mathematical problem solving
N/Avs9020.0%
GPT-4.1
o3 Mini
GPQAGraduate-level expert reasoning
N/Avs6850.0%
GPT-4.1
o3 Mini
HellaSwagCommonsense reasoning and inference
N/Avs8900.0%
GPT-4.1
o3 Mini
MT-BenchMulti-turn conversation flow quality
N/Avs910.0%
GPT-4.1
o3 Mini

GPT-4.1 Quirks & Gotchas

  • โ–ธStrong tool-calling reliability โ€” good migration path from GPT-4o
  • โ–ธMigrate to GPT-5 for larger context window and improved reasoning

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