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Tools · Comparison

Flowise vs Gumloop vs Zapier AI

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

FlowiseGumloopZapier AI
What it isDrag-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.Build and scale AI workflows and agents across 9,000+ apps with Zapier—the most connected AI orchestration platform. Trusted by 3 million+ businesses.
CategoryAutomationAutomationAutomation
PricingFreemium · Open source · Cloud from $35/moFreemium · Free · from $97/moFreemium · $19-$69/mo
How it billsFlat monthlyFlat monthlyFlat monthly
Free tierYesYesYes
RatingNot yet ratedNot yet rated4.3 from 4,800 reviews
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
  • Natural language automation
  • 7,000+ app connections
  • AI actions in workflows
  • Chatbots builder
  • Tables database
  • Conditional logic
  • Multi-step zaps
  • Team collaboration
What works
  • Very fast prototyping
  • Concepts transfer to code later
  • Easy self-hosting
  • Handles judgement-shaped automation well
  • Good scraping primitives
  • Approachable builder
  • Massive app library
  • No-code setup
  • AI-powered creation
  • Reliable execution
  • Great documentation
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
  • Can be expensive
  • Task limits on plans
  • Complex workflows hard to debug
  • Some app limitations
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