Gumloop
Depends
Confidence: Medium
Buy it if your team builds multi-step AI workflows at scale and wants IT-governed access and compliance.
Comparison
Gumloop vs Make
Gumloop and Make both land on Depends.
Make
Depends
Confidence: Medium
Buy if you run complex, multi-step automations and will actively track credit usage.
| Compare | Gumloop | Make |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Marketing and ops teams automating research and data workflows | Ops teams with multi-step, branching automations |
| Who it's not for | Anyone needing 1-2 simple automations . use Zapier instead | Anyone needing one or two simple app connections |
| Privacy | SOC 2 Type 2, GDPR, and HIPAA-compliant with Microsoft 365 certification.³ | No known public vulnerabilities found in the sources reviewed. |
| Support quality | No usable data in reviewed sources | No support evidence in reviewed sources |
| Public sentiment | Users consistently praise how easy Gumloop makes building AI workflows, while noting it can feel heavy and credit costs grow with usage.¹ | Users praise Make's visual builder and breadth of app connections, often adopting it after hitting Zapier's limits on complex workflows.11 |
| Biggest gotcha | Credit-based model: AI-heavy runs burn credits fast; model per-run costs first.⁵ | Real monthly cost requires 'real math'; usage spikes can outgrow your plan quickly |
Pick Gumloop when
- Marketing and ops teams automating research and data workflows
- Companies rolling out agent-building to non-engineers
- Teams needing IT-controlled model and integration access
When Gumloop is not a fit
- Anyone needing 1-2 simple automations . use Zapier instead
- Small teams on tight budgets; credit bills surprise
- Buyers wanting a mature tool with deep review history
- Technical teams preferring self-hosted open source
Pick Make when
- Ops teams with multi-step, branching automations
- Teams outgrowing Zapier's complexity limits
- Agencies building client workflows
- Non-developers connecting many SaaS apps
When Make is not a fit
- Anyone needing one or two simple app connections
- Non-technical buyers wanting plug-and-play simplicity
- Teams that hate usage-based billing surprises
- Buyers unwilling to model credit burn before committing
Sources
- Gumloop Reviews . G2g2.comreview
review
- Gumloop: AI Features, Security & Risk Report . PromptArmorpromptarmor.comsecurity
- Gumloop Pricing 2026 . Layer3 Labslayer3labs.ioreview
review
- Gumloop . PitchBook profilepitchbook.comnews
- Gumloop: $50 Million Raised . Pulse2pulse2.comnews
- Triptease enterprise case study . Gumloopgumloop.comofficial
- Gumloop Review and the Best Alternative . Thunderbitthunderbit.comreview
- Gumloop review after 2 years . Marketermilkmarketermilk.comreview
- Make Reviews | Trustpilottrustpilot.comreview
- Make Reviews | G2g2.comreview
- Make Reviews | Gartner Peer Insightsgartner.comreview
- Make Reviews | Capterracapterra.comreview
- Make Review | Lindylindy.ainews
news