Flowise vs. Modular Comparison


Flowise Flowise AI	Modular	+	+
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About Flowise is an open-source platform that enables developers and teams to build AI agents and LLM-powered applications through a visual interface. The platform provides modular building blocks that allow users to create everything from simple chatbot workflows to complex multi-agent systems. With its drag-and-drop design environment, developers can rapidly prototype and deploy AI-powered applications without extensive coding. Flowise supports integrations with more than 100 large language models, embeddings, and vector databases. It also includes features such as human-in-the-loop workflows, observability tools, and execution tracing for monitoring agent behavior. Developers can extend applications through APIs, SDKs, and embedded chat interfaces using TypeScript or Python. By combining visual development tools with scalable infrastructure, Flowise simplifies the process of building and deploying production-ready AI agents.	About Modular is a unified AI inference platform designed to run models efficiently across diverse hardware environments. It enables developers to deploy and scale AI workloads on GPUs, CPUs, and ASICs using a single, integrated stack. The platform optimizes performance from low-level GPU kernels to high-level API endpoints. Modular supports both managed cloud deployments and self-hosted environments, offering flexibility for different use cases. It allows users to run open-source or custom models with high performance and cost efficiency. With features like hardware portability and dynamic scaling, it reduces vendor lock-in and infrastructure complexity. By combining performance optimization and deployment simplicity, Modular helps teams build and run AI applications at scale.
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 Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers, AI engineers, and businesses looking to visually build and deploy AI agents, chatbots, and LLM-powered applications with flexible integrations and scalable infrastructure	Audience AI engineers, developers, and enterprises building and deploying high-performance AI models who need scalable, hardware-flexible inference infrastructure
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 Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 Read all reviews	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
Pros & Cons from Real Users Pros Flowise is great because it makes AI workflow building feel much more tangible. Instead of writing every integration from scratch, you can visually connect models, tools, retrieval, memory, and agent steps on a canvas. I like that it is open source and still developer-friendly. You can move fast with the visual builder, but you are not completely trapped in a black box because Flowise also offers API, CLI, SDK, and deployment options. The agent and chatbot use cases are especially strong. Flowise works well for building RAG apps, internal AI assistants, support bots, multi-step workflows, and prototypes that need to become real products. Cons Flowise still needs careful setup if you are putting it into production. Visual builders make things easier, but they do not remove the need for testing, monitoring, permissions, version control, and security.
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 Flowise AI Founded: 2023 United States flowiseai.com	Company Information Modular Founded: 2022 United States www.modular.com
Alternatives StackAI	Alternatives Google Cloud AI Infrastructure Google
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Categories Agentic AI Supported Agentic Orchestration Supported Agentic Process Automation Supported AI Agent Builders Supported AI Agent Infrastructure Supported AI Agents Supported AI Development Supported AI Orchestration Supported Context Engineering Supported	Categories AI Agent Infrastructure Supported AI Development Supported AI Inference Supported AI Infrastructure Supported Artificial Intelligence Supported

Integrations Claude Fable 5 Supported Claude Fable 5.1 Supported Claude Mythos 5.1 Supported Claude Opus 5.5 Supported Claude Sonnet 4.6 Supported GPT-5.4 mini Supported GPT-5.5 Supported GPT-5.6 Sol Supported GPT-6 Astra Supported GPT-6 Luna Supported GPT-6 Sol Supported GPT‑5.4 Thinking Supported Gemini 3.1 Pro Supported JavaScript Supported Leo Supported Mazaal AI Supported OpenAI Supported Opik Supported Zep Supported n8n Supported Show More Integrations View All 54 Integrations	Integrations Claude Fable 5 Not Supported Claude Fable 5.1 Not Supported Claude Mythos 5.1 Not Supported Claude Opus 5.5 Not Supported Claude Sonnet 4.6 Not Supported GPT-5.4 mini Not Supported GPT-5.5 Not Supported GPT-5.6 Sol Not Supported GPT-6 Astra Not Supported GPT-6 Luna Not Supported GPT-6 Sol Not Supported GPT‑5.4 Thinking Not Supported Gemini 3.1 Pro Not Supported JavaScript Not Supported Leo Not Supported Mazaal AI Not Supported OpenAI Not Supported Opik Not Supported Zep Not Supported n8n Not Supported Show More Integrations View All 1 Integration
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