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GPT-5.4 Overview

GPT-5.4 is a proprietary multimodal large language model developed by OpenAI and released on March 5, 2026. It is designed for professional workloads such as advanced software development, research, and agentic automation. The model combines the general reasoning capabilities of the GPT-5 series with software engineering improvements derived from GPT-5.3-Codex. In the API and Codex environments it supports context windows of up to 1 million tokens, enabling long-context reasoning and large-scale code or document workflows.

Compared with GPT-5.2, GPT-5.4 reduces false individual claims by 33% and lowers overall response errors by 18%, improving factual reliability across complex tasks. It is also the first general-purpose OpenAI release with native computer-use capabilities, allowing agents to interact with desktops, browsers, and external applications to complete multi-step workflows. The model family includes three variants: GPT-5.4 (standard), GPT-5.4 Pro for higher-performance workloads, and GPT-5.4 Thinking, a reasoning-oriented version in ChatGPT that presents an upfront plan before generating its response. The API also introduces a Tool Search system that allows models to retrieve tool definitions dynamically, reducing token usage in tool-heavy integrations.

GPT-5.4 Interactive Demo

GPT-5.4 Details & Performance

Details

Resources

Vision Tasks

Vision LanguageObject DetectionClassificationOCRVisual Question AnsweringCaptioning

Features

Foundation VisionLLMs with Vision CapabilitiesMultimodal Vision

Usage

Past 30 Days

Performance

Avg. Latency

Arena Rankings

GPT-5.4 Vision Evals

Visual Understanding

77 models · 67 tasks
HighestLowest
This model#4 of 7777.61% pass rate · better than 90%
Score77.61%pass rate across 67 tasks
Speed7.16savg response per task
Cost$0.0052 / task$2.50 in · $15.00 out / 1M
Tokens1.7K / task1.4K in · 108 out
Score key:≥75%40–74%<40%
CategoryPassedScore
Document Understanding8 / 9
88.9%
Defect Detection13 / 15
86.7%
Object Understanding12 / 14
85.7%
Spatial Understanding15 / 19
78.9%
Object Counting4 / 10
40%
HighestLowest
This model#22 of 5879.48% pass rate · better than 62%
Score79.48%pass rate across 229 tasks
Speed3.98savg response per task
Cost$0.0017 / task$2.50 in · $15.00 out / 1M
Tokens300 / task105 in · 95 out
Score key:≥75%40–74%<40%
CategoryPassedScore
License Plate Recognition27 / 30
90%
Text Recognition25 / 30
83.3%
VQA & Extraction49 / 60
81.7%
Focused Scene OCR75 / 99
75.8%
Handwritten Math6 / 10
60%

Scores based on a single evaluation run · Methodology

View all Vision Evals →

GPT-5.4 Pricing

GPT-5.4 costs $2.50 per 1M input tokens and $15.00 per 1M output tokens.

Input$2.50 / 1M tokens
Output$15.00 / 1M tokens
Cached input$0.250 / 1M tokens

Pricing updated Jul 12, 2026

Price vs. performance

Estimated cost per task vs. Visual Understanding score, for this model and others ranked near it. Upper-left is the sweet spot (high quality, low cost).

9 of 9 models plotted

ModelScoreMedian tokensEst. cost / taskCompare
GoogleGemini 3.5 Flash79.1%1.4K$0.0043Compare
AnthropicClaude Fable 579.1%2.9K$0.041Compare
OpenAIGPT-5.4 Mini77.6%1.9K$0.0015Compare
OpenAIGPT-5.4(this model)77.6%1.7K$0.0052
OpenAIGPT-5.577.6%1.7K$0.011Compare
QwenQwen3.5 122B A10B76.1%1.2K$0.0003Compare
OpenAIGPT-5.6 Terra76.1%1.5K$0.0041Compare
OpenAIGPT-5.6 Sol76.1%1.5K$0.0073Compare
GoogleGemini 3.1 Pro75.8%1.1K$0.0024Compare

Alternatives to GPT-5.4

Other models worth comparing for similar use cases.

Anthropic
Claude Fable 5
Claude Fable 5 is Anthropic's first generally available Mythos-class large language model, released on June 9, 2026. It is built for long-horizon, asynchronous, and agentic tasks that prior Claude generations could not sustain, including multi-day autonomous coding sessions, complex knowledge work, and document-heavy analysis. The model supports a 1 million token context window with up to 128,000 output tokens per request and uses adaptive thinking as its sole reasoning mode, where the effort level is adjustable but raw chain-of-thought is never returned. Vision capabilities allow the model to parse diagrams, charts, and tables embedded in files and PDFs, and to use visual feedback to evaluate its own coding outputs against design goals. On benchmarks such as SWE-Bench Pro, the model scores 80.3% compared to 69.2% for Claude Opus 4.8, and it leads on CursorBench 3.1 for autonomous coding workflows.Claude Fable 5 shares the same underlying model weights as Claude Mythos 5, but is deployed with safety classifiers that automatically reroute queries in high-risk domains — including cybersecurity, biology, and chemistry — to Claude Opus 4.8. These classifiers trigger in fewer than 5% of sessions on average. As a designated Covered Model, all traffic is subject to mandatory 30-day data retention to support safety monitoring. The model is available via the Claude API, Amazon Bedrock, Vertex AI, and Microsoft Foundry. Anthropic has not publicly disclosed parameter count, architecture details, or training data composition for this model.
Grok
Grok 4
Grok 4, released by xAI on July 9, 2025, is the fourth-generation model in the Grok family and the most advanced to date. It is multimodal, supporting text, vision, tool use, and real-time web search, with a reported 256,000-token context window for long-form reasoning and document analysis. Its training data extends through November 2024, making it the most up-to-date Grok model at launch.The lineup includes Grok 4 Generalist for broad tasks, Grok 4 Heavy for higher-capacity reasoning, and Grok 4 Code optimized for programming and debugging. A notable feature is its always-on “Think” mode, designed for deeper multi-step reasoning. While xAI has not disclosed parameter counts, Grok 4 is positioned to compete with frontier models like GPT-5 and Claude 4, balancing real-time knowledge via web integration with structured tool use. It is best suited for coding, complex reasoning, and multimodal AI assistants.

Other OpenAI GPT models

Other versions in the same family as GPT-5.4.

GPT-5.4 License

Proprietary

License terms and commercial-use guidance for GPT-5.4.

License information is provided as a guide and is not legal advice.