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GPT-5.4 Pro vs Codex 5.1 Max

GPT-5.4 Pro vs Codex 5.1 Max

Full comparison on pricing, capabilities, and context length — pick the right model for your use case

OpenAI
OpenAI

GPT-5.4 Pro

OpenAI GPT-5.4 的顶配版本,最强推理能力 + 1M 超长上下文,质量碾压同级所有模型。延迟较高、价格较贵,专为对质量要求极高的场景准备。

Input

$27.00

Output

$162.00

View GPT-5.4 Pro details
OpenAI
OpenAI

Codex 5.1 Max

Codex 5.1 的最大推理版本,深度思考模式下能完成复杂的多步代码任务。相比 5.3 思考链路更深但速度更慢。适合架构设计、复杂算法实现、长周期 agent 任务。

Input

$1.13

Output

$9.00

View Codex 5.1 Max details
ItemGPT-5.4 ProCodex 5.1 Max

Brand

OpenAI

OpenAI

Input price (per 1M tokens)

$27.00

$1.13

Output price (per 1M tokens)

$162.00

$9.00

Context length

1.0M tokens

400K tokens

Max output

128K tokens

128K tokens

Release date

2026-03

2026-01

Tier

flagship
reasoning

Code generation

Vision understanding

Chain-of-thought reasoning

Function calling

Streaming output

Long context

Prompt caching

Tool use

Which should I choose?

💰 Budget priority

Codex 5.1 Max is cheaper on output pricing. For output-heavy workloads (code generation, content creation), the price gap materially affects monthly cost.

📚 Long documents / large context

GPT-5.4 Pro has the larger context window (1.0M). Pick it for large codebases, long-form novels, or legal contracts.

💡 Hands-on recommendation

Sign up for Nodebyt to call both models with a single API key — just swap the `model` parameter. A $2 top-up is more than enough for side-by-side evaluation.

Frequently asked questions

Q: What's the difference between GPT-5.4 Pro and Codex 5.1 Max?

A: GPT-5.4 Pro (OpenAI) and Codex 5.1 Max (OpenAI) each have their own strengths in pricing, context length, and capability. GPT-5.4 Pro: input $27.00/M, context 1.0M. Codex 5.1 Max: input $1.13/M, context 400K. Choose based on your task profile and budget.

Q: Which is cheaper — GPT-5.4 Pro or Codex 5.1 Max?

A: By output price: Codex 5.1 Max is cheaper ($9.00/M).

Q: Can I use GPT-5.4 Pro and Codex 5.1 Max together?

A: Yes. With Nodebyt, a single API key works across all supported models — just switch the `model` parameter in your code, no separate account required. Ideal for apps that need different models for different scenarios.

Q: Which is better for coding — GPT-5.4 Pro or Codex 5.1 Max?

A: Check the capability table above for each model's support. Claude Sonnet is widely regarded as the strongest coding model, GPT-5 is well-rounded, and DeepSeek offers standout value. We recommend trying both before committing.

One account, both models

Free trial credits on signup. Switch models by changing one line of code.

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