Gumloop vs Make.com
Detailed side-by-side comparison to help you choose the right tool
Gumloop
🟢No CodeAI Agents & Autonomous Workflows
No-code AI workflow builder for automating repetitive business tasks like sales research, content production, and data enrichment.
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Starting Price
FreeMake.com
🟢No CodeAutomation & Workflows
Make.com: Visual automation platform with AI integration and workflow orchestration
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Starting Price
FreeFeature Comparison
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Gumloop - Pros & Cons
Pros
- ✓Best-in-class for AI-heavy automations RevOps and growth teams actually ship
- ✓Natural-language flow generation drastically cuts time-to-first-automation
- ✓Templates for sales prospecting and content pipelines work out of the box
- ✓Multi-LLM nodes mean you can pick the right model for each step
- ✓No engineering required — non-technical ops folks can own complete workflows
Cons
- ✗Credit-based pricing gets expensive on data-heavy or high-volume flows
- ✗Debugging branching logic is clunky compared to code-first tools
- ✗No self-hosted or VPC deployment — cloud-only
- ✗Version history and audit trails are weaker than enterprise automation tools
- ✗Some integrations are shallow wrappers around scraping vs. official APIs
Make.com - Pros & Cons
Pros
- ✓Visual scenario builder supports routers, filters, scheduled runs, subscenarios, real-time execution monitoring, and reusable scenario templates.
- ✓Large connector ecosystem with 3,000+ standard apps, 350+ AI apps, and 300+ Make API endpoints for custom automation work.
- ✓Free plan includes 1,000 credits/month, 2 active scenarios, 3,000+ apps, routers and filters, and customer support with no time limit.
- ✓Paid plans support unlimited active scenarios, 1-minute scheduling, higher data transfer limits, and access to the Make API starting at $12/month for 10,000 credits.
- ✓Enterprise options include SSO, domain claim, on-prem agents for local systems such as SAP, advanced security features, 24/7 Enterprise support, and overage protection.
- ✓Make is used by 400,000+ customers across 200+ countries and territories, backed by a team of 350+ employees and parent company Celonis.
Cons
- ✗Credit-based billing can become hard to forecast because each module action in a scenario consumes credits.
- ✗The Free plan is limited to 1,000 credits/month, 2 active scenarios, 15-minute minimum scheduling, 5-minute maximum execution time, and 5 MB file processing.
- ✗Native AI features are useful for orchestration, but Make is not a full model development, vector database, or dedicated RAG platform.
- ✗Advanced governance and security features such as SSO, domain claim, audit logs, 24/7 support, and on-prem agents are Enterprise-oriented.
- ✗Complex scenarios still require careful technical design, especially when handling retries, data transformation, API limits, and high-volume AI calls.
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