Full comparison on pricing, capabilities, and context length — pick the right model for your use case
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
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
💰 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.
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.
Free trial credits on signup. Switch models by changing one line of code.
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