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GPT-5.4 Mini 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-5.4 Mini and o3 Mini.

OpenAI

GPT-5.4 Mini

GPT-5.4 mini brings the core capabilities of GPT-5.4 to a faster, more efficient model optimized for high-throughput workloads. It supports text and image inputs with strong performance across reasoning, coding,...

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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-5.4 Minio3 Mini
ProviderOpenAIOpenAI
Context Window400,000 tokens200,000 tokens
Agent SuitabilityN/A91/100
Time to First Token (TTFT)N/A800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-03-172025-01-31

API Pricing Comparison

Input Price per Million Tokens

GPT-5.4 Mini

$0.75

o3 Mini

$1.10

Output Price per Million Tokens

GPT-5.4 Mini

$4.50

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-5.4 Mini
o3 Mini
HumanEvalPython coding & logic synthesis
N/Avs9020.0%
GPT-5.4 Mini
o3 Mini
MATHComplex mathematical problem solving
N/Avs9020.0%
GPT-5.4 Mini
o3 Mini
GPQAGraduate-level expert reasoning
N/Avs6850.0%
GPT-5.4 Mini
o3 Mini
HellaSwagCommonsense reasoning and inference
N/Avs8900.0%
GPT-5.4 Mini
o3 Mini
MT-BenchMulti-turn conversation flow quality
N/Avs910.0%
GPT-5.4 Mini
o3 Mini

GPT-5.4 Mini Quirks & Gotchas

No developer gotchas reported.

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