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Tools · Comparison

Gumloop vs Make (Integromat) vs Zappr AI

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

GumloopMake (Integromat)Zappr AI
What it isNode-based automation aimed at knowledge work — scraping, summarising, enriching and writing back.Visual automation platform connecting apps and building complex workflows with AI assistance.The drag-and-drop AI Automation Engine that turns ideas into production-ready agents.
CategoryAutomationAutomationAutomation
PricingFreemium · Free · from $97/moFreemium · $9-$16/moFreemium
How it billsFlat monthlyFlat monthlyNot published
Free tierYesYesYes
RatingNot yet rated4.4 from 3,200 reviewsNot yet rated
Features
  • Visual node-based builder
  • Web scraping and extraction nodes
  • Language-model steps in-flow
  • Scheduled and webhook triggers
  • Sheet and CRM output
  • Visual workflow builder
  • 1,500+ integrations
  • AI scenario creation
  • Conditional logic
  • Data transformation
  • Error handling
  • HTTP modules
  • Webhook support
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What works
  • Handles judgement-shaped automation well
  • Good scraping primitives
  • Approachable builder
  • Powerful visual builder
  • Complex workflow support
  • Great value
  • Better than Zapier for complexity
  • Active community
  • Has a free tier, so it can be tried before paying
What does not
  • Expensive above the free tier
  • Credit consumption is hard to predict
  • Debugging long flows is painful
  • Steeper learning curve
  • Can be complex
  • Fewer integrations than Zapier
  • Execution time limits
  • 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
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