OpenAI: GPT-5.4 (batch)
Analysis Summary
GPT-5.4 is a full OpenAI configuration with text, image, and file input, vision, tool use, and function calling. Its 1.05M-token context window supports extensive codebases, document libraries, research material, and complex client briefs. The supplied pricing is premium, especially for output, so it should be routed to work where depth and context handling have clear value.
Potential uses include software engineering, long-document analysis, multimodal research, content quality control, and autonomous workflows with supervision. This batch variant has no separate benchmark record in the supplied data, leaving actual reliability unconfirmed. It is appropriate for a measured pilot on demanding tasks, paired with a cheaper model for routine generation and extraction.
Assessed August 9, 2026
Editorial notes
GPT-5.4 combines a 1.05M-token context with vision, file input, tool use, and function calling for large-scale client workflows. This batch variant has no separate benchmark record, and its premium output price favours high-value tasks.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
GPT-5.4 combines a 1.05M-token context with vision, file input, tool use, and function calling for large-scale client workflows. This batch variant has no separate benchmark record, and its premium output price favours high-value tasks.
How OpenAI: GPT-5.4 (batch) compares
OpenAI: GPT-5.4 (batch) ranks #20 of 420 AI models we track for overall intelligence, #22 of 193 for coding, #31 of 175 for agentic tasks. Its 1.1M-token context window is larger than 98% of the models we list. At $1.25 per million input tokens it is cheaper than 23% 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 intelligence. The pulled-in content 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 | $1.25 | $0.001250 |
| Output | $7.50 | $0.007500 |
What would OpenAI: GPT-5.4 (batch) 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 688 models → Price Calculator
These numbers get smaller with the right architecture.
We route routine calls to cheap models and save OpenAI: GPT-5.4 (batch) for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4 (batch)
GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for..
Frequently asked questions about OpenAI: GPT-5.4 (batch)
How much does OpenAI: GPT-5.4 (batch) cost?
OpenAI: GPT-5.4 (batch) costs $1.25 per million input tokens and $7.50 per million output tokens.
What is the context window of OpenAI: GPT-5.4 (batch)?
OpenAI: GPT-5.4 (batch) has a context window of 1,050,000 tokens (1.1M).
Is OpenAI: GPT-5.4 (batch) good for coding?
On our coding benchmark index, OpenAI: GPT-5.4 (batch) ranks #22 of 193 models, placing it in the top quartile of the field for code generation and debugging.
What can OpenAI: GPT-5.4 (batch) do?
OpenAI: GPT-5.4 (batch) supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-5.4 (batch)?
OpenAI: GPT-5.4 (batch) is developed by OpenAI and was released on March 5, 2026.
