
“Gumloop is built for workflows where AI needs to reason about data, not just move it between apps.”
Gumloop is a no-code, AI-native workflow builder that goes further than a typical “connect this app to that app” automation tool. Instead of just moving data around, it lets you drop AI reasoning directly into the workflow itself — scraping a list of sites, having a model analyze every result, and pushing a finished report somewhere, all in one visual canvas. Shopify runs it across 110+ internal teams. Here’s what it actually does, how its credit system works, and where the costs can sneak up on you.
TL;DR — Gumloop at a Glance
| What it is | No-code, AI-native automation and agent-building platform |
| Made by | Gumloop, founded 2023 by Max Brodeur-Urbas Confirmed |
| Based in | San Francisco |
| Core model | Visual canvas of nodes: integrations, AI steps, logic, triggers |
| Integrations | 125+ apps plus MCP (guMCP) support |
| Free plan | 5,000 credits/mo, 1 seat, 2 concurrent runs |
| Paid plans | Pro $37/mo (20,000+ credits) · Enterprise custom |
| Notable users | Shopify, Instacart Company claim |
| Best for | AI-heavy batch workflows: research, scraping, analysis, reporting |
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What is Gumloop and who makes it?
Gumloop is a visual, drag-and-drop platform for building AI-powered automations and agents without writing code. It was founded in 2023 by Max Brodeur-Urbas and is based in San Francisco, backed by Y Combinator Confirmed. The product originally started as a UI wrapper around Auto-GPT-style autonomous agents before the team shifted approach: rather than letting an AI agent freely decide every step of a task, Gumloop keeps most of a workflow as deterministic logic and reserves AI specifically for the reasoning steps that actually need it.
That distinction is the core idea behind the product. As the company puts it, if a tool like Zapier is a calculator for connecting apps, Gumloop is aiming to be more like a full computation engine for workflows that need real judgment calls mixed in with standard automation steps Company framing.
How does Gumloop actually work?
Everything happens on a visual canvas. You drag out nodes — for reading a Google Sheet, scraping a webpage, calling an AI model, posting to Slack, branching on a condition — and connect them into a flow. Gumloop currently offers 125+ pre-built integrations plus support for MCP (Model Context Protocol) servers through what it calls guMCP, letting a workflow reach into far more tools than the native integration list alone.
Two features set the building experience apart from a typical automation tool: Subflows, which let you package a chunk of a workflow into a reusable component (similar to a function in code), and Gummies, a built-in AI assistant that helps you build and debug workflows directly on the canvas Reviewer-reported. A Chrome extension extends the platform into the browser itself, letting you record and replay actions on any website for scraping or browser automation tasks that don’t have a clean API.
What can you build with Gumloop?
Research & enrichment
Scrape a list of companies or leads, run AI analysis across every row, and output a structured report or CRM update.
Sales & marketing ops
Partnership review, outreach drafting, and campaign workflows — Gumloop reports one customer cut prep time from 30-45 minutes to under 5 Company claim.
Internal mini-apps
Build a lightweight internal tool with AI logic baked in, without spinning up a dev project.
Content & research pipelines
Pull in articles or data sources, summarize or categorize with AI, and route the output automatically.
Browser automation
Record actions on any website via the Chrome extension and replay them as part of a larger workflow.
Multiplayer agent building
Let non-technical teammates build their own agents on shared infrastructure while IT retains access control.
How do Gumloop’s credits actually work?
This is the part of Gumloop that trips people up, and it’s worth understanding before you commit to a plan. Every workflow run costs 1 credit as a base fee, and then each node in that run adds its own cost on top Confirmed via documentation:
| Node type | Credit cost |
|---|---|
| Integration, text, or logic node | 0 (free) |
| Standard AI (e.g. GPT-4.1 Mini) | 2 |
| Advanced AI (e.g. Claude Sonnet 4, GPT-4.1) | 20 |
| Expert AI (e.g. GPT-5, o3) | 30 |
| Bring-your-own API key (any model) | 1 |
| Contact / company enrichment | 60 |
| Company search | 30 |
| Email validator | 10 |
| Web scraper (basic to agent-based) | 1–10 |
| Custom / MCP node | 3 |
The math adds up fast in specific spots. Reading a spreadsheet, filtering it, and posting to Slack costs just 1 credit total, since every node there is free. But enriching 100 contacts costs roughly 6,001 credits — one base credit plus 60 per contact — which is close to a third of an entire Pro plan’s monthly allowance in a single run Third-party analysis. Loop mode compounds this further: a 60-credit node running across a 10-item list charges 600 credits, not 60.
How much does Gumloop cost?
Gumloop runs three tiers, all built around the same credit system rather than separate feature gates Third-party reported, based on gumloop.com/pricing:
| Plan | Price | Credits/mo | Limits |
|---|---|---|---|
| Free | $0 | 5,000 | 1 seat, 2 concurrent runs, 1 active trigger |
| Pro | $37/mo | 20,000+ | Unlimited seats, 5 concurrent runs, BYO API key |
| Enterprise | Custom | Custom | RBAC, SCIM/SAML, VPC, audit logs |
Annual billing reportedly knocks about 20% off. Note that plan names have changed over time — older reviews still reference a “Solo” tier at 10,000 credits and a “Team” tier at 60,000 credits, but the current structure is Free, Pro, and Enterprise, so treat any source mentioning “Solo” or “Team” as outdated Naming has changed.
Is Gumloop better than Zapier or n8n?
Gumloop and Zapier solve different problems more than they compete head-on. Zapier remains the far broader integration library — over 6,000 apps versus Gumloop’s 125+ — and is genuinely simpler for basic trigger-to-action tasks (“when this happens, do that”). Gumloop’s advantage shows up specifically when a workflow needs a model to actually reason about the data mid-flow, rather than just pass it along. n8n, by comparison, is open-source and self-hostable, which appeals to technical teams that want full infrastructure control at the cost of a steeper setup process.
On raw pricing, Gumloop’s $37/month Pro tier undercuts most of Zapier’s comparable paid tiers on sticker price, though Gumloop’s per-node AI and enrichment costs mean the real cost per workflow depends heavily on which nodes you use, not just which plan you’re on.
What are the limitations of Gumloop?
- Enrichment gets expensive fast. At 60 credits per contact, high-volume lead enrichment burns through a monthly allowance quickly; teams doing that at scale are usually better off pairing Gumloop with a dedicated enrichment tool.
- Credit costs aren’t obvious upfront. The per-node cost table lives in documentation rather than on the pricing page itself, so it’s easy to underestimate real usage before you start building.
- Smaller integration library than Zapier. 125+ native integrations is solid but nowhere near Zapier’s catalog, even with MCP support helping close the gap.
- Learning curve for Zapier users. Gumloop’s batch, node-based approach takes some adjustment if you’re used to simple trigger-to-action automation.
- Agent-heavy workflows can be unpredictable. A single user message can trigger multiple internal AI steps, each consuming credits, which makes budgeting for agent-style workflows harder to pin down in advance.
Frequently Asked Questions
Is Gumloop free to use?
Yes, the Free plan includes 5,000 credits per month with 1 seat and 2 concurrent workflow runs — enough to test real workflows, though AI-heavy or enrichment-heavy runs will use credits quickly.
How much does Gumloop Pro cost?
Gumloop Pro is priced at $37/month and includes 20,000+ monthly credits, unlimited seats, and 5 concurrent workflow runs, with roughly 20% off on annual billing.
How do Gumloop credits work?
Every workflow run costs a 1-credit base fee, plus additional credits per node depending on what that node does — integration and logic nodes are free, while AI and enrichment nodes cost anywhere from 1 to 60 credits each.
Is Gumloop better than Zapier?
They serve different needs. Zapier has a far larger integration library and is simpler for basic automations; Gumloop is built specifically for workflows where AI needs to reason about data mid-process, not just move it between apps.
Can I use my own OpenAI or Anthropic API key in Gumloop?
Yes. Bringing your own API key drops any AI node’s cost down to just 1 credit, regardless of which model tier you use, which is the single biggest way to reduce overall workflow costs.
Does Gumloop require coding knowledge?
No. Gumloop is built as a no-code, visual platform — workflows are assembled by connecting nodes on a canvas rather than writing scripts.