# #6 Gumloop

Gumloop is an AI automation platform for building AI agents and workflows that connect to a company's tools, with model tokens and paid API calls billed through a single credit balance. Website: gumloop.com. Category: [Workflow Automation & Agents](https://gtmranked.com/best/workflow-automation/). Score 32/100 (7 positive, 6 mixed, 6 negative of 19 independent comments).

**Verdict:** Independent users treat Gumloop as a fast way to build AI-heavy workflows such as scraping, research and data extraction, and several like its clean interface and built-in AI helper. The trade-off is depth and stability: users report UI bugs on large workflows, runs breaking mid-way, a thinner integration layer than Zapier, and most still reach for n8n when they need control or production reliability. More than a third of the Reddit mentions are promotional, including comments plugging Runable, Doe and other tools, near-identical tool-list replies, and a comparison thread other users called out as astroturfing; this review rests on about 19 independent opinions, many of them brief.

**What users like:**
- Quick to build with for smaller and AI-first jobs: users describe it as fast for prototypes, internal workflows and research automations [1](https://www.reddit.com/r/n8n/comments/1jwspka/_/mmoz0iy/) [2](https://www.reddit.com/r/automation/comments/1p5fard/_/o4dq7ig/) [3](https://www.reddit.com/r/nocode/comments/1jjfdog/_/oli6fic/) [4](https://www.reddit.com/r/sales/comments/1ij9h8m/_/mbc49k3/)
- Clean, simple interface and a genuinely helpful AI chatbot for troubleshooting, which heavy Zapier and Make users found easy to pick up [1](https://www.reddit.com/r/zapier/comments/1ixf9k6/_/meyyis0/) [2](https://www.reddit.com/r/automation/comments/1j8ksg7/_/mhd127d/) [3](https://www.reddit.com/r/automation/comments/1p5fard/_/o4dq7ig/)
- Handles LLM steps, scraping and unstructured data more natively than a generic node-based flow, so some users pair it with n8n rather than replace it [1](https://www.reddit.com/r/automation/comments/1sg4br0/_/of5g0kt/) [2](https://www.reddit.com/r/nocode/comments/1jjfdog/_/oli6fic/) [3](https://www.reddit.com/r/automation/comments/1os9juu/_/np1zb35/)
- Lets people who understand the business process build workflows without IT oversight or self-hosting n8n [1](https://www.reddit.com/r/automation/comments/1qh1d0y/_/ocpnn63/) [2](https://www.reddit.com/r/automation/comments/1pi6otj/_/nudb5zr/)

**What users complain about:**
- Buggy and unstable as workflows grow: users report UI blocking and dragging bugs on big workflows, runs breaking mid-way and quirks that make it tricky to use [1](https://www.reddit.com/r/n8n/comments/1jwspka/_/mmoz0iy/) [2](https://www.reddit.com/r/automation/comments/1qs0gl3/_/oc6khrn/) [3](https://www.reddit.com/r/automation/comments/1j8ksg7/_/mxb9usl/)
- Not trusted for production scale: users keep it for prototypes, say its generated workflows are rough to leave running unattended, and find its integration layer thin next to Zapier [1](https://www.reddit.com/r/automation/comments/1p5fard/_/o4dq7ig/) [2](https://www.reddit.com/r/nocode/comments/1trkr2y/_/oos7spc/) [3](https://www.reddit.com/r/automation/comments/1os9juu/_/np1zb35/)
- Less capable than n8n for complex orchestration: users who tried both say n8n's agent, memory and vector tooling handled what Gumloop choked on [1](https://www.reddit.com/r/automation/comments/1tpc4cb/_/ooakap8/) [2](https://www.reddit.com/r/automation/comments/1imjq5g/_/mc5jlwk/)
- Leans too hard on its own AI: one user could not add an environment variable to a custom node except by asking the assistant, which timed out, and another found its agents added little over a direct ChatGPT prompt [1](https://www.reddit.com/r/automation/comments/1qh1d0y/_/o2kiafm/) [2](https://www.reddit.com/r/automation/comments/1ph8c11/_/nsx0qpy/)

**Best for:** AI-heavy workflows like web scraping, research and structured data extraction; Quick prototypes and internal workflows built by non-developers; Teams that run the deterministic plumbing in n8n or Make and want a dedicated AI step.
**Skip it if:** Large, business-critical workflows that must run unattended; Builders who want direct manual control over every setting; Teams that need Zapier-level breadth of app integrations.
**Pricing (vendor-stated, checked 2026-10-15):** Pro starts at $37/mo with 20,000 credits a month (7,400 plus 12,600 bonus), unlimited seats and agents; credits are indexed at $0.005 each, and an 8% orchestration fee applies to task cost (16% when you bring your own model API key). Enterprise is custom. 14-day free trial; no free plan listed.

Full review: https://gtmranked.com/tools/gumloop/