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Codex 5.1 Max vs GPT-5.4

Codex 5.1 Max vs GPT-5.4

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

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
OpenAI
OpenAI

GPT-5.4

OpenAI 最新通用旗舰模型,coding / 数学 / 多模态全面领先。在 agent 工具调用、长上下文推理、创意写作上表现突出。面向日常主力场景。

Input

$2.25

Output

$13.50

View GPT-5.4 details
ItemCodex 5.1 MaxGPT-5.4

Brand

OpenAI

OpenAI

Input price (per 1M tokens)

$1.13

$2.25

Output price (per 1M tokens)

$9.00

$13.50

Context length

400K tokens

400K tokens

Max output

128K tokens

64K tokens

Release date

2026-01

2026-03

Tier

reasoning
flagship

Code generation

Chain-of-thought reasoning

Function calling

Streaming output

Long context

Tool use

Vision understanding

Prompt caching

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 has the larger context window (400K). 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 Codex 5.1 Max and GPT-5.4?

A: Codex 5.1 Max (OpenAI) and GPT-5.4 (OpenAI) each have their own strengths in pricing, context length, and capability. Codex 5.1 Max: input $1.13/M, context 400K. GPT-5.4: input $2.25/M, context 400K. Choose based on your task profile and budget.

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

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

Q: Can I use Codex 5.1 Max and GPT-5.4 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 — Codex 5.1 Max or GPT-5.4?

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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