GumloopPaid
A visual AI automation platform where the nodes are AI steps rather than API calls — closer to an agent builder than to Zapier.
Automation comparison
Gumloop vs Make.com
Pricing, pros, cons, and ideal use cases — side by side.
Make.comFreemium
Visual automation platform that connects thousands of apps with no-code workflows.
At a glance
| Gumloop | Make.com | |
|---|---|---|
| Pricing | PaidPro from $37/month with 20,000 credits, 35+ models, unlimited agents and seats, plus an 8% orchestration fee. Enterprise custom with RBAC, audit logs, and MCP server hosting. 14-day free trial on both. | FreemiumFree plan available. Paid plans from $9/month based on operations. |
| Category | Automation | Automation |
| Ideal for | Marketing and growth teams automating research and contentOperations teams doing document and data processingAgencies building client-facing automationsTechnical-adjacent operators who do not want to write code | Any SMBAgenciesRecruitersEcommerce |
Pros & cons
Gumloop
Pros
- AI-native nodes, not just data plumbing
- Unlimited agents and seats even on the Pro plan
- 35+ models selectable per step
- Enterprise tier hosts and proxies MCP servers
Cons
- Credit metering makes cost hard to predict — test before committing
- 8% orchestration fee on top of the plan price is easy to miss
- Visual canvases get hard to maintain past a certain complexity
- Smaller connector library than Zapier or Make
Make.com
Pros
- Visual drag-and-drop builder
- More powerful than Zapier
- Generous free tier
- Handles complex logic
Cons
- Steeper learning curve than Zapier
- Debugging can be complex
Which should you choose?
Make.com is the lighter-weight option (Freemium), while Gumloop sits higher on the pricing ladder (Paid). Gumloop is built around marketing and growth teams automating research and content; Make.com leans more toward any smb. Shortlist the one whose strengths line up with your biggest constraint.