{"name":"Gumloop","tagline":"AI-native automation platform for building agent-driven workflows visually.","url":"https://www.gumloop.com","category":"automation","pricing":"freemium","price_note":"Pro from $37/mo","free_tier":true,"open_source":false,"api":true,"self_host":false,"verdict":"situational","verdict_text":"Visual builder for agentic workflows with built-in browser, document, and API nodes. Good for scraping and research pipelines. Still young; expect breaking changes and occasional node limitations.","limitations":["Newer platform with a smaller integration library than Zapier.","Complex workflows can be hard to debug.","Reliability of browser agents varies by site."],"strengths":["Visual builder for agentic workflows with browser, document and API nodes.","Good fit for scraping and research pipelines.","Lower-code entry point than script-heavy automation stacks."],"use_for":["Research and scraping pipelines that need browser and document nodes.","Teams that want a visual automation builder for agentic tasks."],"skip_when":["You need the integration breadth and maturity of Zapier.","Complex branching logic will outgrow the visual editor.","Occasional node limitations and breaking changes would stall production."],"receipts":["https://www.gumloop.com","https://www.gumloop.com/pricing"],"affiliate":"none","evidence_tier":"source-verified","momentum":"blueshift","featured":false,"last_verified":"2026-08-19","observed_by":"whysanesanders","slug":"gumloop","canonical_url":"https://noemium.com/tools/gumloop/","attribution":"Noemium catalog data is licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). See https://noemium.com/method/ for how entries are verified."}