# Gumloop vs Onetab AI

Gumloop records 379,557 monthly visits with -21.1% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Onetab AI records 5,219 monthly visits with -0.3% growth and Freemium, Contact for Pricing pricing.

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [Onetab AI](https://openaitools.app/tool/onetab) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://onetab.ai |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI Agent, AI Project Management, AI Developer Tools, AI Code Generator |
| Pricing Model | Freemium, Paid, Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 379,557 | 5,219 |
| MoM Growth Rate | -21.1% | -0.3% |
| Primary Market | United States | India |
| Direct Visits | 125,579 | 2,049 |
| Review Score | 4.4 | 4 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## Gumloop

Gumloop positions itself as "agent infrastructure" for teams that want AI to execute work rather than just answer questions. You describe a task in plain language, pick a model, attach the connectors your company already uses (Slack, HubSpot, Salesforce, Gmail, Gong, and hundreds more), and the agent runs it — on a schedule, on a trigger, or in a shared chat where colleagues can @mention it. Everything the agent can do is mirrored from what a human would do, including logging into sites with a saved credential, clicking through interfaces, uploading files, and pulling data back out.

A big part of the pitch is governance. Gumloop puts credentials in a vault agents can use without ever seeing, records every browser session step by step with passwords masked, and gives admins role-based access, audit logs, AI spend insights, and per-agent model controls. Multiple providers — Anthropic, OpenAI, Google, xAI and open models — are available side by side, so teams can route cheap work to cheap models and hard reasoning to frontier ones.

Pricing is usage-based with a credit system layered on top of a seat-free plan structure. The Pro tier starts at $37/month and bundles 20,000 credits, unlimited agents and unlimited seats, plus an orchestration fee on top of usage; Enterprise adds custom pricing, VPC options, SSO/SCIM, connector policies and dedicated support. There is a 14-day free trial to start.

**Pricing & Plans:** 14-day free trial; Pro starts at $37/month including 20,000 credits with unlimited agents and seats plus an orchestration fee on usage; Enterprise is custom-priced with contact sales.

- **No-code agent builder:** Describe the outcome you want and let teammates who understand the problem assemble the agent — no scripting or learning curve required.
- **400+ connectors and app triggers:** Wire agents into Slack, HubSpot, Salesforce, Gmail, Gong, NetSuite, Shopify and hundreds more tools, then fire them on schedules, webhooks or events.
- **Real browser with a credential vault:** Agents sign in with saved logins or 1Password, browse from trusted connections, clear CAPTCHAs, and hand the live session to a human when needed.
- **Any model, side by side:** Run 35+ models from Anthropic, OpenAI, Google, xAI and open-source providers, or bring your own API keys, with per-agent access control.
- **Enterprise governance by default:** Session recordings with masked passwords, audit logs, SCIM/SAML, role-based access, AI spend insights and custom data-retention rules.

**Strengths:** Genuinely no-code: non-engineers can ship working agents without touching Python or JSON; Very broad connector library plus a real browser, so agents can reach tools that have no API; Strong enterprise controls — credential vault, masked session recordings, audit logs, RBAC, SSO; Model-agnostic with BYO API keys, which helps control cost and avoid lock-in

**Limitations:** Credit-plus-orchestration-fee pricing can be hard to forecast at high volume; The platform is evolving fast from workflows toward agents, so some docs and legacy features may feel transitional; Unlimited seats means real cost scales with usage rather than headcount, which surprises some buyers; Advanced governance (VPC, policies, dedicated support) sits behind custom Enterprise pricing

[Profile (Markdown)](https://openaitools.app/tool/gumloop.md)

## Onetab AI

Onetab AI has evolved into an agentic work platform that merges human teams and AI workers into a single collaborative space. Instead of a separate chatbot, agents appear as members of your channels. You tag an agent in a conversation the way you would tag a colleague, and it then executes multi-step work inside that thread, where anyone on the team can see what happened and intervene.

The platform leans on transparency and control as its differentiators. Every step an agent takes is visible in the channel, and Onetab enforces approval gates so a human must authorise actions that cannot be undone. It ships with more than 40 ready-made agents spanning departments from HR and staffing to sales, IT, marketing and customer service, with a marketplace and a builder for rolling your own.

For engineering organisations Onetab exposes developer APIs, CI/CD documentation and a Hook App, letting teams embed agents into existing pipelines and internal systems. Analytics and oversight features help managers measure what agents contribute, which is why the vendor emphasises adoption by 150+ enterprise teams. It is available as free-to-start software with a sales-assisted path for larger rollouts.

**Pricing & Plans:** Onetab AI is free to start, with a sign-up path that requires no upfront payment. Larger deployments, assistive platform capabilities, marketplace access and enterprise governance features are arranged through a sales conversation, and public per-seat pricing is not listed.

- **Teams and AI workers in one channel:** AI agents live alongside people in shared channels, so you can mention an agent like a colleague and follow every step in the thread.
- **40+ ready agents and a marketplace:** Kick off with 40+ pre-built agents for sales, support, IT and more, or create your own and browse a marketplace.
- **Built-in approvals:** Configure which actions need a human signature so nothing irreversible happens without a person in the loop.
- **Downloadable agents:** Deploy agents on desktop and mobile so they keep working across devices and locations.
- **Developer APIs and CI/CD:** APIs, CI/CD docs and a Hook App make it possible to integrate agents into existing engineering workflows.
- **Analytics and oversight:** Analytics give visibility into what agents actually did, with a documented KPI view for team leaders.

**Strengths:** Agents and humans share one channel, keeping work visible and contextual; Strong human-in-the-loop approvals reduce the risk of irreversible agent actions; Broad catalogue of 40+ pre-built agents across departments; Developer APIs and CI/CD support make it viable for engineering orgs

**Limitations:** Enterprise-oriented pricing is not public, requiring a sales conversation; Setting up meaningful agent workflows across departments takes planning; Value depends heavily on connecting it to your existing internal tools; Smaller teams may find the broader platform heavier than they need

[Profile (Markdown)](https://openaitools.app/tool/onetab.md)

## Frequently Asked Questions

### How do Gumloop and Onetab AI compare in monthly traffic?

Gumloop has 379,557 monthly visits, while Onetab AI has 5,219. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Gumloop has a month-over-month growth rate of -21.1%; Onetab AI has -0.3%.

### How does pricing compare?

Gumloop: Freemium, Paid, Contact for Pricing. 14-day free trial; Pro starts at $37/month including 20,000 credits with unlimited agents and seats plus an orchestration fee on usage; Enterprise is custom-priced with contact sales. Onetab AI: Freemium, Contact for Pricing. Onetab AI is free to start, with a sign-up path that requires no upfront payment. Larger deployments, assistive platform capabilities, marketplace access and enterprise governance features are arranged through a sales conversation, and public per-seat pricing is not listed.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 2 | [Manus](https://openaitools.app/tool/manus) | 19,195,779 | -1.7% | Free Trial | Executes autonomous multi-step web browser tasks, offering stronger general agentic execution than Gumloop's structured node pipelines. | [.md](https://openaitools.app/tool/manus.md) |
| 3 | [Zapier](https://openaitools.app/tool/zapier-com) | 5,065,248 | +0.4% | Freemium, Free Trial, Paid | Automate work across thousands of apps — no code required | [.md](https://openaitools.app/tool/zapier-com.md) |
| 4 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | Provides powerful open-source node-based workflow automation, giving you more self-hosting control and flexibility than Gumloop. | [.md](https://openaitools.app/tool/n8n.md) |
| 5 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | Provides a visual builder for custom AI agents and workflows, similar to Gumloop's automation capabilities. | [.md](https://openaitools.app/tool/mindstudio.md) |
| 6 | [Dooray!](https://openaitools.app/tool/dooray) | 1,532,922 | -3.9% | Freemium, Free Trial, Paid, Contact for Pricing | All-in-one Korean collaboration suite for teams and public institutions | [.md](https://openaitools.app/tool/dooray.md) |
| 7 | [CREAO](https://openaitools.app/tool/creao) | 619,749 | +39.2% | Freemium | Builds recurring automated business workflows connected to enterprise applications, mirroring Gumloop's integration focus. | [.md](https://openaitools.app/tool/creao.md) |
| 8 | [Taskade](https://openaitools.app/tool/taskade) | 539,714 | -9.4% | Freemium | Turn one prompt into live business apps, AI agents and automated workflows | [.md](https://openaitools.app/tool/taskade.md) |
| 9 | [Multica](https://openaitools.app/tool/multica) | 449,583 | -1.2% | Free Trial | Project management that turns coding agents into real teammates | [.md](https://openaitools.app/tool/multica.md) |
| 10 | [PhantomBuster](https://openaitools.app/tool/phantombuster) | 279,012 | -10.1% | Freemium, Free Trial, Paid | Focuses specifically on cloud web scraping and lead generation automation rather than general AI agent workflows. | [.md](https://openaitools.app/tool/phantombuster.md) |

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Source: https://openaitools.app/compare/gumloop-vs-onetab

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