AI Tool Comparison
Gumloop vs Make
A side-by-side breakdown to help you pick the right tool for your workflow.
Gumloop
Let any employee build and deploy AI agents that connect to your company's existing tools and data, then hand them off into Slack, Teams, or email.
Make
Visually build automation workflows across 3,000+ apps, wiring AI models, webhooks, and business tools together without writing code. Native custom AI provider connections now compete directly with Zapier Agents.
Bottom Line
Last reviewed: August 2026
Gumloop and Make both compete in Automation, overlapping most directly on automation. Gumloop runs on a paid-only plan while Make runs on a freemium model, which alone may settle it if budget or a free tier is a hard requirement. Make carries the higher rating (4.6 vs 4.3), but a gap that size rarely overrides a real workflow fit on its own.
Choose Gumloop if…
Best for teams that want non-developers building AI agents against real company data and tools, not just simple app-to-app automations, and its edge is a "company brain" that gives agents shared access to team knowledge and live tool data, plus built-in evals so agents improve without manual tuning. A credible agent-building step up from simple workflow automation, for teams ready to move past basic Zapier-style triggers.
Choose Make if…
Best for technical operations teams who need precise, conditional automation logic that Zapier can't express, and its edge is a visual canvas showing every step and data transformation in a workflow, not a black-box automation. More cost-effective and more powerful than Zapier for complex flows, at the cost of a steeper learning curve.
| Attribute | Gumloop | Make |
|---|---|---|
| Category | Automation | Automation |
| Pricing | paid | freemium |
| Pricing Detail | $37/mo Pro (14-day free trial, 20,000 credits/mo) / Custom Enterprise | Free (1,000 credits/mo) / $12/mo Core / $21/mo Pro / $38/mo Teams |
| Rating |
Key Features
Gumloop
- Visual AI agent builder for non-developers
- Company brain for shared team knowledge and live tool data
- Self-improving agents with built-in evaluation tools
- 35+ AI models with managed or bring-your-own-key access
- Legacy drag-and-drop workflow builder still available
- Gumstack security layer auditing AI tool calls org-wide
- MCP server hosting and proxying
- Enterprise SSO, SCIM, RBAC, audit logs, and VPC deployment
Make
- Visual workflow builder
- Complex data mapping
- Error handling
- Thousands of apps
- AI module integrations
- Live Search
- Agent Grid multi-agent orchestration
Pros
Gumloop
- •Company brain gives agents real shared context instead of starting from scratch
- •Built-in evals catch agent regressions before they reach production
- •SOC 2 Type II and enterprise-grade access controls out of the box
- •Backed by a $50M Series B, a real signal of stability for a newer platform
Make
- •More cost-effective than Zapier
- •Visual interface is great for complex flows
- •Powerful data manipulation
- •Better free tier
Cons
Gumloop
- No durable free plan, only a 14-day trial on the $37/mo Pro tier
- 8% orchestration fee on top of the base subscription
- Newer agent-first positioning means less independent long-term reliability data than established automation platforms
Make
- Steeper learning curve
- Interface can be intimidating
- Debugging can be tricky