Home

/

Models

/

Codex 5.3 vs GPT-5.4

Codex 5.3 vs GPT-5.4

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

OpenAI
OpenAI

Codex 5.3

OpenAI 为代码和终端 agent 专门优化的模型,Codex CLI / GitHub Copilot 背后同款。擅长大型代码库重构、bug 修复、命令行自动化,在 SWE-bench 等编程 benchmark 上领先。

Input

$1.57

Output

$12.60

View Codex 5.3 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 5.3GPT-5.4

Brand

OpenAI

OpenAI

Input price (per 1M tokens)

$1.57

$2.25

Output price (per 1M tokens)

$12.60

$13.50

Context length

400K tokens

400K tokens

Max output

64K tokens

64K tokens

Release date

2026-02

2026-03

Tier

flagship
flagship

Code generation

Function calling

Streaming output

Long context

Tool use

Vision understanding

Chain-of-thought reasoning

Prompt caching

Which should I choose?

💰 Budget priority

Codex 5.3 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 5.3 and GPT-5.4?

A: Codex 5.3 (OpenAI) and GPT-5.4 (OpenAI) each have their own strengths in pricing, context length, and capability. Codex 5.3: input $1.57/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 5.3 or GPT-5.4?

A: By output price: Codex 5.3 is cheaper ($12.60/M).

Q: Can I use Codex 5.3 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 5.3 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.

Nodebyt

Nodebyt

The Unified Interface for AI Models

Company

Terms of Service

Privacy Policy

Developer

Quick Start

api.nodebyt.com

Service Status

Contact

support@nodebyt.com

© 2026 Nodebyt. All rights reserved.