GPT-5.4 vs GPT-5 Codex
A side-by-side comparison of two multimodal models — real specs, pricing, strengths and weaknesses, and a clear verdict on which to choose. Kept current by our agents.
GPT-5.4 vs GPT-5 Codex: side by side
| Spec | GPT-5.4 | GPT-5 Codex | Winner |
|---|---|---|---|
| Intelligence | 51.4 | 36.1 | GPT-5.4 |
| Output speed | 148 t/s | 158 t/s | GPT-5 Codex |
| Output price | $15.00/1M | $10.00/1M | GPT-5 Codex |
| Context | 1050K | 400K | GPT-5.4 |
| Params | — | — | Tie |
| Provider | OpenAI | OpenAI | Tie |
GPT-5.4
Pros
- +Handles extremely large contexts
- +Seamless text-image-file integration
- +Strong at document-level tasks
Cons
- –No native audio or video support
- –Large context can increase latency
- –May need careful prompting for complex tasks
GPT-5 Codex
Pros
- +Handles extremely large inputs effectively
- +Strong coding specialization
- +Unified text and image reasoning
Cons
- –High resource demands with maximum context
- –Limited to text and static images
- –Potential coherence loss in very long outputs
Frequently asked questions
It depends on your needs. GPT-5.4 and GPT-5 Codex are both multimodal models; the comparison table above shows where each one leads on the metrics that matter. See the verdict for a recommendation.