n8n vs Gumloop: I Tried Both for AI Automation — Here's What Actually Happened

Automation tools have a dirty secret: most of them are just fancy if/then machines with an AI sticker slapped on top. So when two platforms both claim to be the future of AI-powered automation, it's worth figuring out which one actually delivers — and which one's riding the hype.

n8n and Gumloop keep showing up in the same conversations, but they're honestly pretty different animals. I spent time with both, building real workflows (not just hello-world demos), and the gap between them is wider than you'd expect.

Let me save you some time.

The price tag matters more than you think

n8n starts at $24/month for their cloud starter plan — 2,500 executions included. That sounds fine until you realize a single workflow with five steps counts as five executions. You'll blow through that in a week if you're doing anything serious. Their Pro plan jumps to $60/month for 10,000 executions, and the Business tier hits $120/month.

But here's n8n's secret weapon: it's open source. You can self-host the entire thing for free on a $5/month VPS. That's genuinely incredible. The catch is you need to be comfortable with Docker, manage your own updates, and handle backups. Not exactly beginner territory.

Gumloop starts with a free tier — 1,000 credits/month, which sounds generous until you learn that a single LLM call can eat 50-100 credits depending on the model. Their Solo plan is $37/month for 10,000 credits. The Startup plan runs $97/month for 60,000 credits. Credits scale from there, and it gets expensive fast if you're running AI-heavy workflows.

Here's what bugs me about Gumloop's pricing: credits are opaque. With n8n, an execution is an execution. With Gumloop, the cost of a credit depends on which AI model you're calling, how long the response is, which integrations you're using. I had to run a workflow three times before I could roughly predict what it'd cost per run.

If you're a developer who can self-host, n8n at $0/month is hard to argue with. If you're paying for cloud hosting on both, n8n's $60 Pro plan gives you more predictable costs than Gumloop's $97 Startup plan.

Building workflows: iPhone vs Android

Someone described this comparison as "Gumloop is the iPhone, n8n is the Android" and that's annoyingly accurate.

Gumloop's visual canvas is genuinely beautiful. You drag nodes onto a clean workspace, connect them with flows, and everything just looks nice. They've got this AI assistant called "Gummie" that helps you build workflows by describing what you want in plain English. For someone who's never touched an automation tool before, Gumloop is way less intimidating.

I built a lead enrichment workflow in Gumloop — scrape a website, extract contact info with an LLM, push it to a Google Sheet. Took about 15 minutes. The drag-and-drop felt intuitive, and the LLM node configuration was straightforward. Pick your model, write your prompt, map the outputs.

n8n's interface is... functional. It's gotten better over the years, but it still looks like something a developer built for other developers. The node library is massive — over 400 integrations compared to Gumloop's ~100 or so. But finding the right node and configuring it correctly sometimes requires reading documentation.

That same lead enrichment workflow in n8n? Took me about 25 minutes, but I had way more control. I could write custom JavaScript between steps, add conditional logic with proper branching, and set up error handling that actually told me what went wrong. Gumloop's error messages are still pretty vague — something like "flow failed at step 3" without much detail.

Where Gumloop actually wins

Gumloop was built AI-first, and it shows. The LLM integration isn't bolted on — it's the core of the product.

The subflows feature is genuinely clever. You can build a small workflow, save it, and embed it inside larger workflows. Think of it like functions in programming. n8n has sub-workflows too, but Gumloop's implementation is more visual and easier to reason about.

Gumloop also handles unstructured data better. Feed it a PDF, a webpage, a messy CSV — the AI nodes are good at parsing whatever you throw at them without extensive preprocessing. n8n can do this too, but you'll typically need to chain together more nodes and maybe write some JavaScript to handle edge cases.

For marketing teams and non-technical users, Gumloop is the clear winner. I watched a friend who's never coded anything build a social media monitoring workflow in about 20 minutes. She'd still be reading n8n documentation.

The template library is also solid. Gumloop has a growing collection of pre-built workflows you can clone and customize, and they're actually useful — not just toy examples. Their community is small but active.

Where n8n crushes it

n8n's advantage boils down to three things: flexibility, self-hosting, and maturity.

Flexibility first. You can execute arbitrary JavaScript or Python in any workflow. You can call any API with the HTTP node. You can build complex conditional branching with proper error handling. Gumloop gives you guardrails; n8n gives you a blank canvas and a sharp knife.

Self-hosting is the killer feature. Running n8n on your own infrastructure means your data never leaves your servers. For anyone dealing with sensitive customer data, HIPAA concerns, or just general privacy paranoia — this matters. Gumloop is cloud-only. Your data goes through their servers. Period.

n8n has been around since 2019. It's battle-tested. The community is huge — over 50,000 members on their forum. When something breaks, you can usually find a solution within minutes. Gumloop launched in 2024, and while they're moving fast, the ecosystem is still thin. I hit a bug with their Google Sheets integration and had to wait two days for a fix.

The integration count isn't even close: 400+ for n8n versus roughly 100 for Gumloop. If you need to connect to niche tools — specific CRMs, legacy databases, obscure SaaS products — n8n probably has a node for it. Gumloop might not.

The AI gap is closing

A year ago, Gumloop had a real edge in AI capabilities. n8n's AI nodes were basic — you could call OpenAI's API, but chaining AI steps together was clunky.

That's changed a lot. n8n's AI agent node now supports tool use, memory, and multi-step reasoning. You can build proper agentic workflows where an AI decides which tools to call based on context. Their vector store integrations work with Pinecone, Qdrant, Supabase — basically everything.

Gumloop still has a slight edge in how easy it makes AI workflows for beginners, but the gap in raw capability has mostly closed. n8n caught up faster than I expected.

What each tool does best

Pick Gumloop if:

• You're non-technical and want AI automation without code

• Your workflows are primarily AI/LLM-focused

• You want the fastest path from idea to running workflow

• You don't mind credit-based pricing and cloud-only hosting

Pick n8n if:

• You can (or want to) self-host

• You need complex logic, custom code, or niche integrations

• Data privacy is non-negotiable

• You want predictable costs and a mature ecosystem

• Your workflows mix traditional automation with AI

The honest verdict

n8n wins for most people reading this blog. And I know that sounds like a cop-out, but hear me out — if you're on a site called AgentRank, you're probably technical enough to handle n8n's learning curve. The self-hosting option alone makes it worth learning. You get unlimited executions, full data control, and a tool that's been around long enough to have actual documentation for every edge case.

Gumloop is the better product for teams that want to hand AI automation to their marketing or ops people and say "go build something." The onboarding is smoother, the AI integration is more intuitive, and the visual builder is genuinely enjoyable to use. But at $97/month for a plan that might not cover heavy usage, and with no self-hosting option, it's a harder sell for anyone who can write a Docker Compose file.

If Gumloop adds self-hosting and fixes their credit transparency, this conversation changes. Right now, though, n8n's combination of free self-hosting, 400+ integrations, and rapidly improving AI features makes it the more practical choice — even if it's not the prettier one.