Analysis Summary
GPT-5.4 Image 2 is a multimodal OpenAI model designed for workflows that combine text, images, and files. Vision support and a 272K context window make it relevant to creative production, image-aware analysis, document work, and client content that depends on visual references.
For an agency, the strongest use case is visual content assistance, such as interpreting supplied assets, developing image-led copy, or transforming files into structured outputs. The input and output pricing indicate a premium positioning, so it is better suited to higher-value creative tasks than unrestricted automation. No benchmark results are supplied for this model, which means its reasoning, coding, tool use, and production reliability remain unverified. Adopt it for multimodal workflows that need image capability, but validate quality before routing broad client traffic.
Assessed September 7, 2026
Editorial notes
GPT-5.4 Image 2 supports text, image, and file workflows with substantial context, making it useful for visual content production; its broader reasoning and coding capability cannot be verified from the available data.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
GPT-5.4 Image 2 supports text, image, and file workflows with substantial context, making it useful for visual content production; its broader reasoning and coding capability cannot be verified from the available data.
How OpenAI: GPT-5.4 Image 2 compares
Its 272K-token context window is larger than 71% of the models we list. At $8.00 per million input tokens it is cheaper than 4% 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 | $8.00 | $0.008000 |
| Output | $15.00 | $0.015000 |
What would OpenAI: GPT-5.4 Image 2 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 Image 2 for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4 Image 2
GPT-5.4 Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and..
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Frequently asked questions about OpenAI: GPT-5.4 Image 2
How much does OpenAI: GPT-5.4 Image 2 cost?
OpenAI: GPT-5.4 Image 2 costs $8.00 per million input tokens and $15.00 per million output tokens.
What is the context window of OpenAI: GPT-5.4 Image 2?
OpenAI: GPT-5.4 Image 2 has a context window of 272,000 tokens (272K).
What can OpenAI: GPT-5.4 Image 2 do?
OpenAI: GPT-5.4 Image 2 supports image/vision input.
Who created OpenAI: GPT-5.4 Image 2?
OpenAI: GPT-5.4 Image 2 is developed by OpenAI and was released on April 21, 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