Compare other tools| Tool | Gumloop | Make |
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| Price | Pricing information is currently unavailable. | From $12/month |
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| Free plan | Free plan | Free plan |
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| Best for | - Non-developers who want to chain AI steps into multi-stage research or content pipelines
- Teams automating tasks that combine web browsing, data collection and text generation
- Users who outgrew simple trigger-action tools but do not want to write code
| - Technical users and agencies who need precise data mapping between apps
- Teams building multi-branch workflows with conditional routing
- Developers who want a visual builder without maintaining servers
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| Ease of use | Usable by beginners | Takes some experience |
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| Key features | - Drag-and-drop node canvas
- Web scraping and browsing nodes
- LLM prompt nodes with chained context
- File reading and API call nodes
- Pre-built templates for common AI workflows
| - Canvas-based visual flow editor
- Data mapping and transformation between modules
- HTTP and webhook modules for arbitrary API calls
- Conditional routing and error handling
- Thousands of app connectors
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| Integrations | Google Sheets, Airtable, Slack, Gmail, Webhook | Google Workspace, Slack, HubSpot, Salesforce, Airtable, Notion, Shopify |
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| API | Not on record | Available |
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| Skill level | Beginner, Intermediate | Intermediate, Advanced |
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| Platforms | Web | Web |
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| Main advantages | - Canvas makes it easy to visualise and debug multi-step AI workflows
- No code required for tasks that would otherwise need custom scripts
- Templates reduce setup time for common use cases
| - Visual canvas makes complex, multi-branch flows easier to understand
- Fine-grained data mapping handles transformations Zapier cannot
- Free plan supports a useful number of operations per month
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| Main disadvantages | - Smaller app integration library than established automation platforms
- Less suited to high-volume transactional workflows than Zapier or Make
| - Steeper learning curve than simpler trigger-action platforms
- No self-hosting option
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| Data checked | Checked October 4, 2026 | Checked October 4, 2026 |
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| Try Gumloop | Try Make |
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Which one to choose
Choose Gumloop if
- Non-developers who want to chain AI steps into multi-stage research or content pipelines
- Teams automating tasks that combine web browsing, data collection and text generation
- Users who outgrew simple trigger-action tools but do not want to write code
Read review
Choose Make if
- Technical users and agencies who need precise data mapping between apps
- Teams building multi-branch workflows with conditional routing
- Developers who want a visual builder without maintaining servers
Read review