Analysis Summary
GPT-5.4 is OpenAI's flagship general model in this batch, combining world-class reasoning with excellent coding and strong tool-connected performance. Its 1.05M token context can hold large document collections and codebases, while vision and file input support richer client workflows. Function calling makes it practical for structured integrations and agent applications.
The model suits software engineering, autonomous research, long-document analysis, strategic SEO, and customer-facing content where accuracy and instruction following matter. Its broad modality and technical capability allow one deployment to cover several agency tasks, reducing the need to split complex workflows across specialist models.
Listed pricing is higher than budget alternatives, especially for output, so it should handle high-value work rather than unrestricted volume. Adopt it as a primary choice for demanding workflows and route routine calls to a cheaper tier.
Assessed August 9, 2026
Editorial notes
GPT-5.4 combines world-class reasoning and coding with a 1.05M context, vision, file handling, and function calling. It is built for demanding client workflows, although output pricing favours high-value tasks over bulk generation.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
GPT-5.4 combines world-class reasoning and coding with a 1.05M context, vision, file handling, and function calling. It is built for demanding client workflows, although output pricing favours high-value tasks over bulk generation.
How OpenAI: GPT-5.4 compares
OpenAI: GPT-5.4 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 $2.50 per million input tokens it is cheaper than 14% 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 business fit. The pulled-in value 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 | $2.50 | $0.002500 |
| Output | $15.00 | $0.015000 |
What would OpenAI: GPT-5.4 cost your business?
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A website chatbot handling around 100 customer conversations a day, a few short messages each.
Full calculator with 694 models → Price Calculator
These numbers get smaller with the right architecture.
We route routine calls to cheap models and save OpenAI: GPT-5.4 for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-5.4
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..
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<a href="https://designforonline.com/ai-models/openai-gpt-5-4/"><img src="https://designforonline.com/?aiml_badge=openai-gpt-5-4&theme=dark" alt="OpenAI: GPT-5.4, ranked #17 on the Design for Online AI Leaderboard" width="400" height="76"></a>
<a href="https://designforonline.com/ai-models/openai-gpt-5-4/"><img src="https://designforonline.com/?aiml_badge=openai-gpt-5-4&theme=light" alt="OpenAI: GPT-5.4, ranked #17 on the Design for Online AI Leaderboard" width="400" height="76"></a>
Frequently asked questions about OpenAI: GPT-5.4
How much does OpenAI: GPT-5.4 cost?
OpenAI: GPT-5.4 costs $2.50 per million input tokens and $15.00 per million output tokens.
What is the context window of OpenAI: GPT-5.4?
OpenAI: GPT-5.4 has a context window of 1,050,000 tokens (1.1M).
Is OpenAI: GPT-5.4 good for coding?
On our coding benchmark index, OpenAI: GPT-5.4 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 do?
OpenAI: GPT-5.4 supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-5.4?
OpenAI: GPT-5.4 is developed by OpenAI and was released on March 5, 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 11, 2026 8:38 pm