{"slug":"flowise","name":"Flowise","domain":"flowiseai.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Flowise #5 of 11 for low-code ai agent builder. Source: https://modelsagree.com/product/flowise (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":1,"brief":{"category":"best-low-code-ai-agent-builder","title":"Best low-code AI agent builder","rank":5,"of":11,"top":"Dify","day":"2026-07-19","why":[{"t":"Open-source visual builder","m":["ChatGPT","Gemini"],"q":"open-source visual builder"},{"t":"Rapid prototyping","m":["ChatGPT","Gemini"],"q":"enables rapid prototyping"},{"t":"Granular control over agent flows","m":["ChatGPT"],"q":"granular control over LLM chains, tools, retrieval, and agent flows"},{"t":"Simple embedding of chat widgets","m":["Gemini"],"q":"extremely simple embedding of ready-to-use chat widgets into web pages"}],"gap":[{"t":"Production-ready all-in-one backend","m":["Gemini","ChatGPT","Claude"],"q":"production-ready, all-in-one Backend-as-a-Service"},{"t":"Built-in observability","m":["Gemini","ChatGPT","Claude"],"q":"LLM observability in one self-hostable package"},{"t":"Deployed without backend code","m":["Claude"],"q":"without writing backend code"}],"fix":[{"t":"Improve production operations and governance","m":["ChatGPT","Gemini"],"q":"Production operations, governance, testing, and maintainability demand more engineering work"},{"t":"Add scaling and authentication","m":["Gemini"],"q":"it lacks out-of-the-box production features like scaling queues or native user authentication"},{"t":"Enable Python ecosystem integration","m":["Gemini"],"q":"prevents native integration with Python's data science ecosystem in custom code blocks"}]},"entries":[{"slug":"best-low-code-ai-agent-builder","title":"Best low-code AI agent builder","rank":5,"of":11,"score":4,"appearances":2,"modelRanks":{"ChatGPT":3,"Gemini":5},"reason":"Strongest open-source visual builder for practitioners wanting granular control over LLM chains, tools, retrieval, and agent flows; highly extensible and especially good for prototypes that may evolve into custom systems.","reasons":[{"model":"ChatGPT","reason":"Strongest open-source visual builder for practitioners wanting granular control over LLM chains, tools, retrieval, and agent flows; highly extensible and especially good for prototypes that may evolve into custom systems."},{"model":"Gemini","reason":"Flagged as a near-tie with Langflow; selected because of its open-source visual editor for LangChain that enables rapid prototyping and extremely simple embedding of ready-to-use chat widgets into web pages."}],"fixes":[{"model":"ChatGPT","fix":"Production operations, governance, testing, and maintainability demand more engineering work than its approachable canvas initially suggests."},{"model":"Gemini","fix":"Being Node.js-based prevents native integration with Python's data science ecosystem in custom code blocks, and it lacks out-of-the-box production features like scaling queues or native user authentication."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[4,null,5,null,null,null,4,6,3]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-14","to":"2026-07-15","added":[{"t":"highly extensible","q":"highly extensible"},{"t":"prototypes evolving into custom systems","q":"especially good for prototypes that may evolve into custom systems"},{"t":"governance, testing, and maintainability","q":"governance, testing, and maintainability demand more engineering work"}],"dropped":[{"t":"broad model support and APIs","q":"broad model support, APIs"},{"t":"self-hosted or air-gapped deployment","q":"self-hosted or air-gapped deployment"},{"t":"branching and shared state","q":"branching, shared state"}]}],"api":"https://modelsagree.com/api/v1/best/best-low-code-ai-agent-builder.json"}],"page":"https://modelsagree.com/product/flowise","check":"https://modelsagree.com/check?q=Flowise","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}