AI Agent Builder
Gumloop review
No-code AI workflow builder aimed at ops and growth teams
★★★★☆ 4.2/5
Pros
- Drag-and-drop builder specifically designed around AI/LLM steps
- Large template library for common ops and marketing workflows
- Handles unstructured data (PDFs, scraped web pages) well as workflow inputs
- Faster to a working AI workflow than general-purpose tools for non-engineers
Cons
- Pricing climbs quickly once you're running workflows at real volume
- Smaller integration ecosystem than Zapier or Make
- Less suited to deterministic, compliance-critical processes
Our take
Gumloop occupies a middle ground between general automation platforms and pure AI agent builders: the canvas looks like Zapier or Make, but nearly every node assumes you're working with AI — summarizing, extracting, classifying — rather than just passing data between apps. It's a strong option for ops and growth teams that want to build AI-powered workflows without engineering support, though costs can add up at scale.
Best for
Non-technical ops/growth teams that want AI-native workflows without writing code
Pricing
Free tier available; paid plans start around $97/month, credit-based
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