Analysis Summary
GPT-5.4 Nano is a compact OpenAI configuration with text, image, and file input, vision, tool use, and function calling. Its 400K context window gives routine document workflows useful capacity, while the supplied pricing is highly competitive for large volumes of extraction, classification, and structured generation.
The feature set supports SEO metadata, content tagging, routing, simple transformations, and low-risk API automations. It should not be assumed suitable for difficult reasoning, sophisticated coding, or unsupervised client-facing decisions because this batch variant has no separate benchmark record. Deploy it first on measurable, reversible tasks where low token cost matters and quality can be checked automatically.
Assessed August 9, 2026
Editorial notes
GPT-5.4 Nano offers vision, file input, tool use, function calling, and a 400K context window at the lowest OpenAI pricing shown. This batch variant has no separate benchmark record, so it is suited to low-risk volume tests rather than complex work.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
GPT-5.4 Nano offers vision, file input, tool use, function calling, and a 400K context window at the lowest OpenAI pricing shown. This batch variant has no separate benchmark record, so it is suited to low-risk volume tests rather than complex work.
How OpenAI: GPT-5.4 Nano (batch) compares
Its 400K-token context window is larger than 78% of the models we list. At $0.10 per million input tokens it is cheaper than 70% 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 | $0.10 | $0.000100 |
| Output | $0.63 | $0.000625 |
What would OpenAI: GPT-5.4 Nano (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 Nano (batch) for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4 Nano (batch)
GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency..
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Frequently asked questions about OpenAI: GPT-5.4 Nano (batch)
How much does OpenAI: GPT-5.4 Nano (batch) cost?
OpenAI: GPT-5.4 Nano (batch) costs $0.10 per million input tokens and $0.63 per million output tokens.
What is the context window of OpenAI: GPT-5.4 Nano (batch)?
OpenAI: GPT-5.4 Nano (batch) has a context window of 400,000 tokens (400K).
What can OpenAI: GPT-5.4 Nano (batch) do?
OpenAI: GPT-5.4 Nano (batch) supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-5.4 Nano (batch)?
OpenAI: GPT-5.4 Nano (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