OpenAI's enhanced-reasoning tier built on GPT-5.4's architecture, applying extra compute for higher accuracy on complex, high-stakes tasks, with a million-token context and deep chain-of-thought for professional research and long documents.
OpenAI
| Item | Specification |
|---|---|
| Input | Text, Image |
| Output | Text |
| Context | 1,050,000 tokens |
| Max Output | 128,000 tokens |
| Vision | ✓ Supported |
| Function Calling | ✓ Supported |
GPT-5.4 Pro is OpenAI's compute-intensive professional reasoning model, released on March 5, 2026 as the Pro version of GPT-5.4 for difficult problems that benefit from smarter and more precise responses.
Compared with the standard version, it applies more reasoning compute to improve consistency on complex tasks. It supports medium, high, and xhigh reasoning effort, a 1,050,000-token context, and up to 128,000 output tokens. The model is available only through the Responses API, and requests can take several minutes, so OpenAI recommends background mode. It supports function calling and several retrieval and interaction tools but not Structured Outputs, Code Interpreter, Hosted Shell, Skills, or fine-tuning.
medium, high, and xhigh let developers scale reasoning effort according to task difficulty and value, with medium as the default.| Feature | Benefit |
|---|---|
| Pro-Level Test-Time Compute | Applies more compute per request to pursue more accurate and consistent answers when task difficulty justifies higher latency. |
| Three Deep-Reasoning Levels | Scales effort from medium to xhigh so compute use can match task risk and value. |
| 1.05M-Token Context | Analyzes large repositories, long reports, and multi-document evidence in one request, reducing information loss from chunking. |
| Responses API Multi-Turn State | Supports reasoning, tool calling, and multi-turn interaction while maintaining continuity across complex work. |
| Background Mode | Runs long requests asynchronously, reducing client timeout risk for tasks that may take several minutes. |
| Retrieval and Interaction Tools | Web Search, File Search, Computer Use, MCP, and Tool Search expand evidence gathering and external-system interaction. |
Tiered by input prompt tokens (incl. cache): once over the threshold, the whole request is billed at the higher tier.
| Token Type | Short context ≤272K | Long context >272K |
|---|---|---|
| Input | $22.5$30-25% | $45$60-25% |
| Output | $135$180-25% | $202.5$270-25% |