Gumloop
situationalAI-native automation platform for building agent-driven workflows visually.
Visit gumloop.com →> **Gumloop** — situational > Verified 2026-08-19 > Limitation: Newer platform with a smaller integration library than Zapier. > > https://noemium.com/tools/gumloop/Add to kitOpen in NoemiumFact-check this catalog entry for Gumloop (automation). 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. Receipts: https://www.gumloop.com https://www.gumloop.com/pricing Last verified: 2026-08-19 Find outdated prices, wrong claims, or missing limitations. Cite primary sources (docs, pricing pages, benchmarks, model cards). Do not use marketing pages.[](https://noemium.com/tools/gumloop/)
ledger entry · observed by @whysanesanders
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.
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.
Known limitations
- Newer platform with a smaller integration library than Zapier.
- Complex workflows can be hard to debug.
- Reliability of browser agents varies by site.
Use it when
- Research and scraping pipelines that need browser and document nodes.
- Teams that want a visual automation builder for agentic tasks.
Skip it 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.
Buy-check
- ·Price — freemium, Pro from $37/mo as of 2026-08-19. Open the pricing page, not a screenshot.
- ·Free tier — Free tier exists — burn it first.
- ·Cancel fallout — What happens to your data/projects on cancel — check the ToS, not the FAQ.
- ·Seat math — Per-seat pricing multiplies quietly. Count seats before the annual plan.
- ·Who skips it — Also skipped when: You need the integration breadth and maturity of Zapier.; Complex branching logic will outgrow the visual editor..
Price trail — 1 revisionchangelog →
- 2026-W34free tier; paid from $19/moPro from $37/mo
Facts
- pricing
- freemium1
- price note
- Pro from $37/mo
- free tier
- yes
- open source
- no
- api
- yes
- self-host
- no
- category
- automation
- evidence
- source-verified
Sources
No source, no number.
Similar joball alternatives →
| tool | verdict | price | oss | self-host |
|---|---|---|---|---|
| Gumloop | situational | freemium | no | no |
| n8n | ship | freemium | no | yes |
| Make | ship | freemium | no | no |
| Activepieces | situational | freemium | yes | yes |
Facts from the catalog files — not scores you can buy. Quality and speed stay in the briefing, not in a fake 1–5 grid.
n8n
Source-available workflow automation with strong AI agent nodes.
APIFREE TIER
freemiumself-host free; cloud Starter €24/mo (€20/mo billed yearly)
Make
Visual automation platform — connect 3,000+ apps without writing code.
APIFREE TIER
freemiumfree 1,000 credits/mo (2 active scenarios, 15-min intervals); Core $12/mo billed yearly for 10k credits
Activepieces
Open-source automation — unlimited flows, agents, MCP; cloud credits or Community Edition on-prem.
OSSAPIFREE TIER
freemiumFree $0 (daily credits, 1 user); Plus $16/mo billed yearly; Team $166/mo billed yearly; Ultimate custom; Community Edition self-host free (core flows only)