Gumloop
Build AI agents on a visual canvas, then talk to them in Slack, Teams, Gmail, or Outlook
Buy Gumloop when the bottleneck is getting governed agents into Slack and Teams for GTM, support, or ops work and security has to clear it on the first pass. Pro's $37/month entry with 20k credits and unlimited seats is cheap to trial, and the browser layer plus credential vault is doing work most no-code competitors still hand to you. The 8% orchestration fee stacked on those credits is the number that decides whether you stay on Pro or move to a custom Enterprise tier. Skip it if your problem is deep RAG over huge document sets, or if you want to write orchestration control flow in code where n8n or Zapier cost less.
Verified 1d ago · liveness 87/100 · cite: rightaichoice.com/tools/gumloop
- Revenue and GTM teams running churn-prevention and deal-research agents in Slack or Teams
- Support teams triaging bug reports, escalating customer feedback, and drafting replies
- Marketing teams automating competitor analysis, ad campaign management, and SEO
- Ops and recruiting teams whose agents browse real websites and fill forms
- Solo developers who want to write orchestration control flow in code
- Teams whose core problem is deep multi-step RAG over very large document sets
- Buyers who only need cheap app-to-app task plumbing
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Skip Gumloop if you want to express orchestration logic as code you own, or if your core problem is deep multi-step retrieval over very large document sets rather than agents acting inside Slack, Teams, and the browser.
The 8% orchestration fee sits on top of your credit spend, so a heavy month costs more than the $37 base suggests
At $37/month with 20k credits and unlimited seats, Pro is priced for a small GTM or support team experimenting with agents. It is dearer than an n8n or Zapier plan for pure app-to-app plumbing, and cheaper than an enterprise knowledge platform like Glean. Once the 8% orchestration fee and the 5-run / 25-chat concurrency caps bind, a custom Enterprise tier is the realistic path.
In short
Gumloop — Build AI agents on a visual canvas, then talk to them in Slack, Teams, Gmail, or Outlook. Best for Revenue and GTM teams running churn-prevention and deal-research agents in Slack or Teams, Support teams triaging bug reports, escalating customer feedback, and drafting replies, Marketing teams automating competitor analysis, ad campaign management, and SEO. Free to start; paid plans from $37/mo.
No head-to-head comparison for Gumloop yet — the alternatives below are the closest matches we list.
What's new in Gumloop
Checked yesterdayAcross the latest 3 updates: 3 feature updates.
12.5.0 · Lund — Live Artifacts can call AI models
Dashboards and apps your agents build can now call AI models as they load, so a page can summarize, classify, or answer questions about its own data. Also adds embed snippets for artifacts and a Slack channel-join trigger.
12.4.0 · Port Clements — Gumball can use every account you connect
Gumball can use multiple accounts for the same app, such as work and personal Gmail, and set up custom MCPs for apps Gumloop doesn't cover. Artifacts, skills, and agents can be shared across teams.
12.3.0 · Ymir — Gemini 4 Argon and Muse Wonder
Gemini 4 Argon (long coding and research work) and Muse Wonder (long-running agent tasks and computer use) are available to agents, alongside an agent browser mobile view and country proxies.
What people actually say about Gumloop — is it worth it?
We scanned public community sources for Gumloop on Oct 10, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Only 2 of the posts we fetched could be positively tied to Gumloop. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.
Viability Score
How well maintained and how widely used is Gumloop? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Visual canvas for building multi-agent workflows without writing code
- Gumball builds or updates an agent from a plain-language description
- Agents API configures abilities, knowledge sources, subagents, and triggers
- @mention agents in Slack or Microsoft Teams to run tasks in-channel
- Agents draft and triage email inside Gmail and Outlook
- Gumloop Browser: agents click, type, sign in, fill forms, and download files on any site
- Browser mobile view and country proxies for sites that need them
- Credential vault and 1Password sign-in so agents never see stored passwords
- Session recordings with masked passwords plus login, takeover, and handoff audit logs
- Company Brain syncs knowledge from connectors into shared agent context
- GitHub Skill Sync imports SKILL.md playbooks that agents write and self-improve
- 400+ connectors with app triggers and recurring tasks
- Shareable per-user agent triggers run through each teammate's own account
- Scripts on Gumloop Computer call AI models via SDK for per-row work like CSV classification
- MCP server hosting and custom MCP server proxying, including Gumball-set custom MCPs
About Gumloop
Gumloop is agent infrastructure for teams that want AI doing work inside the tools they already use rather than another chat tab. You build agents on a visual canvas, attach connectors and skills, then talk to them in Slack, Microsoft Teams, Gmail, or Outlook: tag an agent in a channel and it pulls live data, drafts the artifact, and posts back. Pre-built agents cover churn prevention, call analysis, competitor analysis, lead generation, and SEO automation, so you start from a template instead of a blank canvas. The differentiator sits under the canvas. A Company Brain pools shared knowledge and live context from connected tools, GitHub Skill Sync imports SKILL.md playbooks that agents write and refine themselves, and 400+ connectors plus app triggers and recurring tasks keep runs fed with fresh data. Gumball — the agent builder shown as "Ask Gumball" in the 12.1.0 release — can build or update instructions, connectors, skills, knowledge, and triggers from a plain-language description. Browser work is native: agents open a real browser to click, type, sign in, and download files on sites with or without an API, backed by a credential vault, 1Password, CAPTCHA handling, masked-password session replays, and secure human handoffs. The 12.3.0 (Ymir) release added a mobile view and country proxies for that browser. The 12.4.0 (Port Clements) release let Gumball use multiple accounts per app, set up custom MCPs, and share artifacts, skills, and agents across teams. Governance is the enterprise story: role-based access control, agent-scoped vs org-wide connector policies, MCP server hosting and proxying, AI spend insights, SCIM/SAML, audit logs, custom data retention, and optional VPC. Gumloop lists model choice across 35+ options including Claude Opus 5.5, GPT-6.1 Sol, Grok 4.7, Kimi K3, DeepSeek V4.1 Flash, and — per the 12.3.0 changelog — Gemini 4 Argon and Muse Wonder, with bring-your-own API keys or included credits. Pro starts at $37/month with a 14-day trial, unlimited agents and seats, and 20k included credits per month.
Behind the Verdict
Gumloop's pitch is narrower than "AI workflow platform" and better for it: agents live where your team already talks. The Slack and Teams surface is the product — @Databot in a channel and you get a year-over-year comparison instead of a dashboard request — and the visual canvas is what your ops team uses to wire the connectors, skills, and triggers behind it. Strengths. The browser layer is the most concrete thing here. Agents open a real browser, click, type, upload, and sign in with saved logins, clear CAPTCHAs from trusted connections, and hand you the live session when a site demands a human. Credentials sit in a vault or 1Password so the agent never sees the password, and every session is recorded with passwords masked plus login, takeover, and handoff audit entries. That is the difference between a demo and something compliance signs. Company Brain and GitHub Skill Sync give the agents a shared memory and self-editing SKILL.md playbooks, so an agent that learns a play keeps it. Model choice is genuinely broad and priced by the credit: the homepage tracks Claude Opus 5.5, GPT-6.1 Sol, Grok 4.7, Kimi K3, DeepSeek V4.1 Flash; 12.3.0 added Gemini 4 Argon for long coding and research and Muse Wonder for long-running computer use; 12.4.0 added Jev 1.14 as a judge model. Bring-your-own API keys let you dodge credit markup. Weaknesses. The pricing mechanics need modelling before you commit. Pro is $37/month with 20k credits, then an 8% orchestration fee on top — Enterprise gets custom credits and discount room, so the effective per-run cost only becomes clear at scale. Concurrency is capped on Pro at 5 concurrent workflow runs and 25 concurrent agent chats (custom limits on Enterprise), which bites if you want a real-time agent in every channel. The admin and security surface is split: agent-scoped connector policies and MCP hosting come on Pro, but org-wide policies, audit logs, SCIM/SAML, custom data retention, AI model access control, and incognito mode are Enterprise. If a security review needs those on day one, you are not really on a $37 plan. Where it fits. Revenue teams running churn-prevention and pipeline-review agents in Slack; support teams triaging tickets and drafting Gmail replies; marketing teams doing competitor analysis and SEO clusters; ops and recruiting teams whose agents browse real sites and fill forms. Where it doesn't: deep multi-step RAG over very large document sets, teams that want to express orchestration as code, and buyers who only need cheap app-to-app plumbing. Versus Dust or Glean it's more build-your-own and more browser-native; versus n8n and Zapier it costs more but ships governance, human handoff, and a shared knowledge layer that neither treats as the centre of the product.
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Real-world workflow fit
Concrete scenarios for the personas Gumloop actually fits — and what changes day-one when you adopt it.
Install the Churn Prevention Agent, connect Salesforce, HubSpot, Gong, and Slack, and ask it in-channel who is at risk this quarter.
Outcome: A ranked list of at-risk accounts with usage deltas, ticket frustration signals, a drafted save play per account, and one approval card before anything sends.
Have an agent watch a support Slack channel, triage incoming bug reports, and file the ticket in Linear while drafting a Gmail reply.
Outcome: Tickets land filed with context, and the customer reply is drafted for a human to send — no copy-paste between four tabs.
Point an agent at a supplier or vendor portal that has no API, hand it the saved login from the credential vault, and ask it to file a form and download the confirmation.
Outcome: The browser session runs recorded with the password masked, and the agent hands the session back only if the site demands a human.
Use Cases
- Ask @Databot in Slack for a year-over-year sales comparison instead of building a report
- Run a churn-prevention agent that reviews renewing accounts and drafts the save play
- Triage support tickets from Slack messages and file bugs automatically
- Research prospects in-channel and write the findings back into Salesforce fields
- Generate SEO keyword clusters for any domain from a natural-language prompt
- Pull pre-meeting briefs from several tools into one Slack thread
- Have an agent sign in to a supplier portal, fill the form, and download the filing
- Explain a data question in a channel and get a live artifact or dashboard back
Models Under the Hood
as of 2026-10-16
Limitations
- Pro starts at $37/month with 20k included credits and an 8% orchestration fee on top; Enterprise credits and discount tiers are custom.
- Pro caps concurrent workflow runs at 5 and concurrent agent chats at 25, with custom limits only on Enterprise.
- The trial runs 14 days.
- Several admin and security items — org-wide connector policies, AI model access control, custom data retention rules, regular security reports, and audit logs — are Enterprise-tier features, so if your review needs them you are in a sales conversation rather than on the $37 plan.
as of 2026-10-21
Verification history
We have re-verified Gumloop 19 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 19 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Gumloop tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Pro
$37/mo
Ideal for
A small GTM, support, or ops team that wants unlimited agents and seats on a $37/month base while it proves a few agents in Slack or Teams
What this tier adds
Starting tier: 20k credits/month, 35+ models with bring-your-own API keys, 8% orchestration fee, Company Brain, GitHub Skill Sync, 1 MCP server, agent-scoped connector policies
Enterprise
Custom
Ideal for
Organizations that have to pass a security review and run agents across many teams with org-wide controls
What this tier adds
Adds custom credits and orchestration discounts, org-wide connector policies and guardrails, optional VPC, SCIM/SAML, audit logs, custom data retention, AI spend insights, incognito mode, AI model access control, and custom concurrency limits
Where the pricing makes sense
The company stage and team size where Gumloop's pricing actually pencils out — and where peers do it cheaper.
At $37/month with 20k credits and unlimited seats, Pro is priced for a small GTM or support team experimenting with agents. It is dearer than an n8n or Zapier plan for pure app-to-app plumbing, and cheaper than an enterprise knowledge platform like Glean. Once the 8% orchestration fee and the 5-run / 25-chat concurrency caps bind, a custom Enterprise tier is the realistic path.
Setup time & first value
How long it actually takes to get something useful out of Gumloop — broken out by persona, not the marketing-page minute.
Slack channel mention: minutes, if you start from a pre-built agent like Churn Prevention. Visual canvas build with your own connectors, skills, and triggers: an afternoon for someone who knows the process. Browser-agent workflows take longest — you save each login and confirm the handoff path before trusting the run.
Switching to or from Gumloop
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Zapier: rebuild multi-step zaps as canvas agents, keeping webhook triggers and swapping app-auth steps for Gumloop connectors
- →From n8n: export your data mappings and re-create them as connector nodes on the canvas; use the Agents API if you scripted deploys
- →From Dust or Glean: move shared context into the Company Brain and re-point channel mentions at Gumloop agents
- ↗To n8n: rebuild agents as code-first workflows and replace credit billing with your own model keys
- ↗To Zapier: flatten simpler agents into zaps and keep the browser steps as manual tasks
- ↗To a custom build: export knowledge sources from the Company Brain and call models directly with your own orchestration
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Gumloop”, and we withheld 6: 6 could not be judged, because “Gumloop” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Gumloop.
Official links
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Frequently Asked Questions
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