GPT-5.4 vs. Muse Ember Comparison


GPT-5.4 OpenAI	Muse Ember Meta	+	+
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About GPT-5.4 is an advanced artificial intelligence model developed by OpenAI to support complex professional and technical work. The model combines improvements in reasoning, coding, and agent-based workflows into a single system designed for real-world productivity tasks. GPT-5.4 can generate, analyze, and edit documents, spreadsheets, presentations, and other work outputs with greater accuracy and efficiency. It also features improved tool integration, enabling the model to interact with software environments and external tools to complete multi-step workflows. With enhanced context capabilities supporting up to one million tokens, GPT-5.4 can process and reason over very large amounts of information. The model also improves factual accuracy and reduces errors compared to earlier versions. By combining strong reasoning, coding ability, and tool use, GPT-5.4 helps users complete complex tasks faster and with fewer iterations.	About Muse Ember is an efficient multimodal AI model developed by Meta for autonomous agents, software engineering, complex reasoning, and high-volume task automation. The model specializes in repetitive agentic operations such as tool calling, code analysis, information extraction, workflow routing, and document processing. It supports text, images, audio, video, and PDF inputs with a one-million-token context window and a maximum output length of 512,000 tokens. Muse Ember can execute multistep business workflows, analyze large software repositories, perform coding tasks, and interpret visual information from documents and screenshots. Its cost-efficient architecture makes it suitable for multi-agent systems in which larger models handle planning while Muse Ember executes frequent subtasks. The model is available through Meta Model API and Muse Code, with API pricing starting at $0.10 per million input tokens and $0.50 per million output tokens.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience GPT-5.4 is designed for developers, businesses, researchers, and professionals who need advanced AI tools for coding, automation, data analysis, and complex knowledge work	Audience AI developers, autonomous agent developers, software engineers, machine learning engineers, enterprise automation teams, data engineers, AI infrastructure providers, coding assistant developers, business process automation specialists, and organizations seeking cost-efficient multimodal AI, long-context reasoning, automated tool execution, document processing, software engineering assistance, and scalable multi-agent workflows
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos No images available	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing $0.10 per 1M tokens (input) $0.10 per million input tokens and $0.50 per million output tokens Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information OpenAI Founded: 2015 United States openai.com	Company Information Meta Founded: 2004 United States research.meta.ai/blog/muse-ember
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GPT-5.5 OpenAI 5.0 out of 5 stars	Muse Spark Open Meta 5.0 out of 5 stars
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Categories AI Coding Models Supported AI Models Supported AI Reasoning Models Supported AI Vision Models Supported Foundation Models Supported Large Language Models Supported Multimodal Models Supported	Categories AI Coding Models Supported AI Models Supported AI Reasoning Models Supported Foundation Models Supported Large Language Models Supported Multimodal Models Supported

Integrations Agentforce Vibes Supported C++ Supported ChatGPT Enterprise Supported ChatGPT Plus Supported Cheaper Inference Supported Claw Code Supported GPT-5.2-Codex Supported Go Supported Google Drive Supported JetBrains Junie Supported Kimi K2 Thinking Supported Microsoft Copilot Studio Supported Mimasa AI Supported OpenAI Supported OpenAI Codex Supported OpenCode Supported React Supported Snowflake CoCo Supported Xcode Supported Yonoo Supported Show More Integrations View All 103 Integrations	Integrations Agentforce Vibes Not Supported C++ Not Supported ChatGPT Enterprise Not Supported ChatGPT Plus Not Supported Cheaper Inference Not Supported Claw Code Not Supported GPT-5.2-Codex Not Supported Go Not Supported Google Drive Not Supported JetBrains Junie Not Supported Kimi K2 Thinking Not Supported Microsoft Copilot Studio Not Supported Mimasa AI Not Supported OpenAI Not Supported OpenAI Codex Not Supported OpenCode Not Supported React Not Supported Snowflake CoCo Not Supported Xcode Not Supported Yonoo Not Supported Show More Integrations View All 4 Integrations
Claim GPT-5.4 and update features and information Claim GPT-5.4 and update features and information	Claim Muse Ember and update features and information Claim Muse Ember and update features and information