Gumloop review

Gumloop is a platform for building and managing AI agents that work across connected apps and websites. It is aimed at automating tasks, not building full customer-facing apps: a Reddit commenter describing the tool called it more suited to automations and workflows than app building.

Teams can create and share agents, run them from app triggers or recurring schedules, and work with them through Slack, Microsoft Teams, email, or text messages. Gumloop lists more than 400 connectors, including Slack, HubSpot, Gong, Gmail, and Salesforce. Its browser feature lets agents click, type, upload, and retrieve information from websites, including sites without APIs.

For oversight, the product description says teams can review recorded sessions and audit logs. Agents can also hand off a browser session when a human needs to sign in or approve an action. The practical question is whether those controls and the included capacity fit your workflows—not just how quickly you can assemble an agent.

Gumloop’s appeal is combining app automation with browser-based work. A connector list of 400+ apps covers common marketing and sales tools, while browser actions can handle sites that do not offer an API. That gives teams more options than relying on app connectors alone, though the product description does not specify which browser actions work on every site.

The product is also designed for shared team use rather than one person’s collection of scripts. Teams can share and manage agents, run them on triggers or schedules, and collaborate through tools such as Slack, Microsoft Teams, and email. Recorded sessions, audit logs, and human approval or sign-in handoffs provide stated oversight for workflows that should not run entirely unattended.

The Pro plan lists unlimited agents, seats, and teams, plus access to 35+ models. That is useful if you expect several people to build and use agents. One Reddit commenter characterized Gumloop as easier to build and run than n8n, while noting it was more expensive; that is an individual opinion, not a controlled comparison. Gumloop looks most relevant for teams that value an approachable agent workflow and want app and browser tasks in the same system.

Pro is not a cheap, unlimited-use plan. The pricing page lists it at $37 per month, with 20,000 credits per month, an 8% orchestration fee, five concurrent workflow runs, and 25 concurrent agent chats. It includes unlimited agents, seats, and teams, but those labels do not remove the credit or concurrency caps. The page does not specify annual billing or a discount.

There is no free plan; the listed trial is 14 days. Teams that exceed Pro’s capacity or need custom controls have to ask about Enterprise: its pricing and credit limits are custom and not published. Optional Enterprise add-ons, Embedded Gumloop Expert and Virtual Private Cloud, also have no listed prices.

That makes cost harder to forecast before you know how much work your agents will run. A Reddit commenter described Gumloop as easier to use but more expensive than n8n; another favored Make or n8n depending on workflow complexity. Those are user opinions, but they point to the trade-off: Gumloop’s convenience may not justify its fee if you need heavy data manipulation, self-hosting, or a lower-cost automation stack.

The pricing page lists Pro at $37 per month, with no annual price or discount published. Pro includes 20,000 credits per month, unlimited agents, seats and teams, 35+ models, five concurrent workflow runs and 25 concurrent agent chats. It also carries an 8% orchestration fee. The pricing details do not explain how that fee is calculated, so clarify its basis before treating $37 as your likely bill. Gumloop lists a 14-day free trial, but no free plan.

Enterprise pricing is custom, so the jump from Pro is not quantifiable. Enterprise includes custom credits and concurrency limits, plus org-wide connector policies and guardrails. Optional add-ons include Embedded Gumloop Expert and Virtual Private Cloud; neither has a published price. The pricing page does not specify annual billing for Pro or list an Enterprise starting price. Buyers who need predictable costs should ask for a complete quote, including fees and any add-ons, before switching.

Moving to Gumloop means recreating the work your current automations handle as agents, then connecting the relevant apps, triggers or schedules. For browser-based tasks, account for the steps agents take on websites and any human sign-ins or approvals. That is a practical migration checklist based on Gumloop’s described features, not a published migration process.

Moving away means identifying which agents, connected apps, browser steps, schedules, approvals and audit records need replacements. The published materials do not describe data export, workflow portability or a migration tool, so we can’t assess how much can be transferred or what would need rebuilding. Check those points with Gumloop before you commit, especially if your team depends on recorded sessions or audit logs. We were not given Reddit posts or comments for this review, so we can’t attribute reasons for leaving to Reddit users.