Tools · Comparison

Flowise vs Gumloop vs Zappr AI

All three are automation tools. Here is what separates them.

	Flowise	Gumloop	Zappr AI
What it is	Drag-and-drop building of language-model flows and agents, on top of LangChain.	Node-based automation aimed at knowledge work — scraping, summarising, enriching and writing back.	The drag-and-drop AI Automation Engine that turns ideas into production-ready agents.
Category	Automation	Automation	Automation
Pricing	Freemium · Open source · Cloud from $35/mo	Freemium · Free · from $97/mo	Freemium
How it bills	Flat monthly	Flat monthly	Not published
Free tier	Yes	Yes	Yes
Rating	Not yet rated	Not yet rated	Not yet rated
Features	Drag-and-drop flow builder Deploy as API or embeddable widget Document store and retrieval Self-host in one container LangChain concepts underneath	Visual node-based builder Web scraping and extraction nodes Language-model steps in-flow Scheduled and webhook triggers Sheet and CRM output	—
What works	Very fast prototyping Concepts transfer to code later Easy self-hosting	Handles judgement-shaped automation well Good scraping primitives Approachable builder	Has a free tier, so it can be tried before paying
What does not	Complex flows become unreadable Depends on LangChain’s churn Limited production tooling	Expensive above the free tier Credit consumption is hard to predict Debugging long flows is painful	Does not publish a price on its own site, so the cost is only clear after signing up 39 other tools in this catalogue claim to do the same job The vendor describes it only briefly, so what it does is not fully clear from their own site