Analysis Summary
OpenAI's GPT-5.4 Pro is listed with a 1.05M context window, vision and file input, and support for tools and function calling. This feature set could suit long-document analysis and workflows that combine file handling with tool access. However, the supplied data contains no benchmark results for this specific Pro variant, so its reasoning, coding, and agentic performance cannot be established from this record.
Its listed input and output rates are $30 and $180, a substantial cost for routine or high-volume traffic. The larger context and richer workflow options may be relevant for high-value jobs, but they do not establish that this variant outperforms less expensive options. Run a task-specific pilot and compare answer quality and reliability against GPT-5.4 before adoption. Keep it off production paths until its value at that price is demonstrated.
Assessed September 23, 2026
Editorial notes
GPT-5.4 Pro lists a 1.05M context window, vision, file input, and tool support, but has no model-specific benchmark data here. Its listed pricing is high, so validate quality before assigning premium workloads.
The DFO score ranks models on the Artificial Analysis Intelligence Index and is refreshed as new models launch. The write-up and verdict are our own. Feedback?
DFO Verdict
GPT-5.4 Pro lists a 1.05M context window, vision, file input, and tool support, but has no model-specific benchmark data here. Its listed pricing is high, so validate quality before assigning premium workloads.
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.
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?
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A website chatbot handling around 100 customer conversations a day, a few short messages each.
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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.
Benchmarks from Artificial Analysis, pricing from the OpenRouter API, and verdicts from our own testing.
Last updated: October 14, 2026 8:38 pm