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GPT-4o-mini vs GPT-5.1-Codex-Max

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-4o-mini and GPT-5.1-Codex-Max.

OpenAI

GPT-4o-mini

GPT-4o mini is OpenAI's newest model after [GPT-4 Omni](/models/openai/gpt-4o), supporting both text and image inputs with text outputs. As their most advanced small model, it is many multiples more affordable...

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OpenAI

GPT-5.1-Codex-Max

GPT-5.1-Codex-Max is OpenAI’s latest agentic coding model, designed for long-running, high-context software development tasks. It is based on an updated version of the 5.1 reasoning stack and trained on agentic...

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Technical Specifications

SpecificationGPT-4o-miniGPT-5.1-Codex-Max
ProviderOpenAIOpenAI
Context Window128,000 tokens400,000 tokens
Agent Suitability82/100N/A
Time to First Token (TTFT)150 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-07-182025-12-04

API Pricing Comparison

Input Price per Million Tokens

GPT-4o-mini

$0.15

GPT-5.1-Codex-Max

$1.25

Output Price per Million Tokens

GPT-4o-mini

$0.60

GPT-5.1-Codex-Max

$10.00

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
8200.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max
HumanEvalPython coding & logic synthesis
8400.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max
MATHComplex mathematical problem solving
7020.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max
GPQAGraduate-level expert reasoning
4500.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max
HellaSwagCommonsense reasoning and inference
8470.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max
MT-BenchMulti-turn conversation flow quality
860.0%vsN/A
GPT-4o-mini
GPT-5.1-Codex-Max

GPT-4o-mini Quirks & Gotchas

  • Ultra-low latency — best TTFT in the OpenAI lineup
  • Tool calling limited to single-step — not suitable for complex agentic pipelines

GPT-5.1-Codex-Max Quirks & Gotchas

No developer gotchas reported.