Gumloop

What it is

Gumloop is a no-code, visual platform for building AI-powered automation workflows and agents that connect business apps such as Slack, Microsoft Teams, and Google Workspace. It targets operations, sales, marketing, and growth teams that need to automate repetitive multi-step tasks, especially ones involving AI steps like summarizing, drafting, or transforming data rather than pure app-to-app data plumbing. Gumloop lists customers including Gusto, Instacart, Shopify, and Ramp on its site, and the company raised a $50M Series B led by Benchmark, signaling real institutional backing and growth ambitions.

How it works

Users build flows on a drag-and-drop canvas, connecting nodes that scrape, summarize, draft, transform, and send data. The platform supports AI nodes (LLM-driven steps), prebuilt templates, reusable subflows, and AI agents for more autonomous multi-step logic. It integrates with common business apps plus web scraping, ships a Chrome extension, supports hosting MCP servers, allows bring-your-own-API-key setups, and offers team analytics on higher-tier plans. Notably, the free plan includes unlimited agents and unlimited flows; usage is gated by credits, seats, and concurrency limits rather than by capping how many workflows you can create.

Pricing

Per the live gumloop.com/pricing page (fetched today, defaulting to an annual view with a 20% discount vs. monthly billing):

• Free: 5,000 credits/month, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent interactions, forum support, unlimited agents, and unlimited flows. This confirms Gumloop does have a real, permanent free tier, not just a trial.
• Pro: starts from $37/month at the annual-billing rate for 20,000+ credits/month. It adds unlimited seats, 5 concurrent runs, 25 concurrent agent interactions, agent reflections, unlimited teams, unified billing, connector policies/guardrails, and 1 hosted MCP server. Pro pricing is credit-metered via a slider on the pricing page, so the monthly cost rises as you select higher credit tiers beyond the base 20k; choosing monthly billing instead of annual costs more than the discounted annual rate.
• Enterprise: custom pricing via contact sales, adding role-based access control, SCIM/SAML, an admin dashboard, team usage and AI spend analytics, audit logs, custom data retention, security reports, data exports, incognito mode, AI model access control, VPC deployment, workflow queuing, and expanded MCP hosting.

The credit-slider model means there is no single flat Pro price - the $37/month figure is a starting point, and actual cost depends on selected credit volume.

Real limitations

Third-party reviews from outlets like aitechratings, softwareadvice, and datacamp, along with independent write-ups, converge on a few recurring caveats. The most significant is credit-cost unpredictability: credits are consumed per node or step, AI-heavy nodes cost more than simple transformations, and Gumloop does not publish a simple universal per-node price table, so complex or high-volume workflows can burn through credits faster than expected and make monthly spend hard to forecast in advance. There is also a learning curve for advanced branching, agent logic, and subflows - simple automations are reportedly easy to build, but sophisticated multi-branch builds take real time and testing to get right. Some reviewers describe reliability and documentation as improving but still less mature than long-established automation suites that have had years to refine edge cases and support materials. As with any AI-driven automation tool, outputs require validation and error handling, and results depend heavily on good flow design and prompt quality rather than working reliably out of the box.

Who it's for

Gumloop fits sales, marketing, operations, and growth teams that want AI-native, no-code automations - scraping, enrichment, summarization, drafting, and routing - and can tolerate usage-based credit pricing rather than a flat monthly fee. It is also a reasonable choice for individuals or small teams who want a genuinely free tier to prototype before spending money, given the free plan's unlimited flows and agents (within credit and concurrency limits). Teams that need cheap, deterministic, high-volume classic integrations, buyers who require predictable flat-rate costs, or organizations wanting a mature, exhaustively documented legacy automation platform should look elsewhere or at least budget time to model credit consumption carefully before committing.

Sources

https://www.gumloop.com/pricing https://www.gumloop.com https://www.datacamp.com/tutorial/gumloop-tutorial