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GPT-4 Turbo Preview 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-4 Turbo Preview and GPT-5.1-Codex-Max.

OpenAI

GPT-4 Turbo Preview

The preview GPT-4 model with improved instruction following, JSON mode, reproducible outputs, parallel function calling, and more. Training data: up to Dec 2023. **Note:** heavily rate limited by OpenAI while...

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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-4 Turbo PreviewGPT-5.1-Codex-Max
ProviderOpenAIOpenAI
Context Window128,000 tokens400,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-01-252025-12-04

API Pricing Comparison

Input Price per Million Tokens

GPT-4 Turbo Preview

$10.00

GPT-5.1-Codex-Max

$1.25

Output Price per Million Tokens

GPT-4 Turbo Preview

$30.00

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.

GPT-4 Turbo Preview Quirks & Gotchas

No developer gotchas reported.

GPT-5.1-Codex-Max Quirks & Gotchas

No developer gotchas reported.