Analysis Summary
GPT-5.4 Pro is positioned as a premium OpenAI model with a 1.05 million token context window, vision, file input, tool use, and function calling. Those capabilities suit large document reviews, complex content operations, and workflows that need structured interaction with external systems.
For client work, the long context and multimodal input could support contract analysis, research synthesis, and detailed content production. However, this variant has no supplied benchmark results, so its reasoning, coding, and agentic performance cannot be verified against the current field. The pricing is also substantially higher than GPT-5.4, especially for output.
Adopt it only for high-value workflows where the additional context or premium positioning is useful. GPT-5.4 is the safer default until comparable measured data is available.
Assessed September 7, 2026
Editorial notes
GPT-5.4 Pro offers a million-token context, vision, file handling, tool use, and function calling, making it suitable for demanding document and workflow tasks. Its premium pricing and absent benchmark data limit production confidence.
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DFO Verdict
GPT-5.4 Pro offers a million-token context, vision, file handling, tool use, and function calling, making it suitable for demanding document and workflow tasks. Its premium pricing and absent benchmark data limit production confidence.
How OpenAI: GPT-5.4 Pro compares
Its 1.1M-token context window is larger than 98% of the models we list. At $30.00 per million input tokens it is cheaper than 1% of comparable models.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Strongest on content. The pulled-in technical corner is the trade-off, and if the shape matters more than the price, this is your model.
Compare shapes side-by-side →Pricing
| Token Type | Cost per 1M tokens | Cost per 1K tokens |
|---|---|---|
| Input | $30.00 | $0.030000 |
| Output | $180.00 | $0.180000 |
What would OpenAI: GPT-5.4 Pro cost your business?
Pick the job that looks most like yours, then fine-tune with the sliders. Estimates update live.
A website chatbot handling around 100 customer conversations a day, a few short messages each.
Full calculator with 756 models → Price Calculator
These numbers get smaller with the right architecture.
We route routine calls to cheap models and save OpenAI: GPT-5.4 Pro for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4 Pro
GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K..
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Frequently asked questions about OpenAI: GPT-5.4 Pro
How much does OpenAI: GPT-5.4 Pro cost?
OpenAI: GPT-5.4 Pro costs $30.00 per million input tokens and $180.00 per million output tokens.
What is the context window of OpenAI: GPT-5.4 Pro?
OpenAI: GPT-5.4 Pro has a context window of 1,050,000 tokens (1.1M).
What can OpenAI: GPT-5.4 Pro do?
OpenAI: GPT-5.4 Pro supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-5.4 Pro?
OpenAI: GPT-5.4 Pro is developed by OpenAI and was released on March 5, 2026.
Data sourced from the OpenRouter API, Artificial Analysis, the Hugging Face Open LLM Leaderboard and our own internal testing. Scores are editorially curated by our team.
Last updated: September 7, 2026 8:38 pm