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GPT-5.1-Codex-Max vs GPT-5.5 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 GPT-5.1-Codex-Max and GPT-5.5 Pro.

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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OpenAI

GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...

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Technical Specifications

SpecificationGPT-5.1-Codex-MaxGPT-5.5 Pro
ProviderOpenAIOpenAI
Context Window400,000 tokens1,050,000 tokens
Agent SuitabilityN/A98/100
Time to First Token (TTFT)N/A450 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-12-042026-04-24

API Pricing Comparison

Input Price per Million Tokens

GPT-5.1-Codex-Max

$1.25

GPT-5.5 Pro

$30.00

Output Price per Million Tokens

GPT-5.1-Codex-Max

$10.00

GPT-5.5 Pro

$180.00

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
N/Avs9650.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro
HumanEvalPython coding & logic synthesis
N/Avs9820.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro
MATHComplex mathematical problem solving
N/Avs9600.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro
GPQAGraduate-level expert reasoning
N/Avs8910.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro
HellaSwagCommonsense reasoning and inference
N/Avs9940.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro
MT-BenchMulti-turn conversation flow quality
N/Avs990.0%
GPT-5.1-Codex-Max
GPT-5.5 Pro

GPT-5.1-Codex-Max Quirks & Gotchas

No developer gotchas reported.

GPT-5.5 Pro Quirks & Gotchas

  • Best-in-class instruction following for complex agentic chains
  • Premium pricing — use GPT-5 for cost-sensitive workloads