Analysis Summary
GPT-5.4 Mini provides text, image, and file input, vision, tool use, and function calling within a 400K context window. The supplied pricing sits between Nano and full GPT configurations, giving it a practical position for higher-volume work that still needs multimodal handling and API integration.
Suitable workloads include SEO production, content restructuring, document processing, support drafts, and straightforward tool-connected workflows. Its absence of a separate benchmark record means that reasoning depth, coding performance, and instruction-following reliability are not established for this batch variant. Use it as a controlled volume model with clear validation checks, escalating difficult or high-consequence tasks to a benchmarked flagship.
Assessed August 9, 2026
Editorial notes
GPT-5.4 Mini combines a 400K context window with vision, file input, tool use, and function calling at moderate pricing. This batch variant has no separate benchmark record, so complex reasoning and coding workflows require testing.
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DFO Verdict
GPT-5.4 Mini combines a 400K context window with vision, file input, tool use, and function calling at moderate pricing. This batch variant has no separate benchmark record, so complex reasoning and coding workflows require testing.
How OpenAI: GPT-5.4 Mini (batch) compares
Its 400K-token context window is larger than 78% of the models we list. At $0.38 per million input tokens it is cheaper than 43% 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 value. 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 | $0.38 | $0.000375 |
| Output | $2.25 | $0.002250 |
What would OpenAI: GPT-5.4 Mini (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 Mini (batch) for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4 Mini (batch)
GPT-5.4 mini brings the core capabilities of GPT-5.4 to a faster, more efficient model optimized for high-throughput workloads. It supports text and image inputs with strong performance across reasoning, coding,..
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Frequently asked questions about OpenAI: GPT-5.4 Mini (batch)
How much does OpenAI: GPT-5.4 Mini (batch) cost?
OpenAI: GPT-5.4 Mini (batch) costs $0.38 per million input tokens and $2.25 per million output tokens.
What is the context window of OpenAI: GPT-5.4 Mini (batch)?
OpenAI: GPT-5.4 Mini (batch) has a context window of 400,000 tokens (400K).
What can OpenAI: GPT-5.4 Mini (batch) do?
OpenAI: GPT-5.4 Mini (batch) supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-5.4 Mini (batch)?
OpenAI: GPT-5.4 Mini (batch) is developed by OpenAI and was released on March 17, 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: August 10, 2026 8:38 pm