# Gumloop vs Knowlee

Gumloop records 379,557 monthly visits with -21.1% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Knowlee records 8,622 monthly visits with -10.1% growth and Freemium, Paid, Contact for Pricing pricing.

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [Knowlee](https://openaitools.app/tool/knowlee) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://knowlee.ai |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI Agent, AI Assistant, AI Workflow, AI Productivity Tools |
| Pricing Model | Freemium, Paid, Contact for Pricing | Freemium, Paid, Contact for Pricing |
| Monthly Visits | 379,557 | 8,622 |
| MoM Growth Rate | -21.1% | -10.1% |
| Primary Market | United States | United Kingdom |
| Direct Visits | 125,579 | 3,411 |
| Review Score | 4.4 | 4.2 |
| Saved Count | 0 | 1 |
| 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)

## Knowlee

Knowlee positions itself as a "company brain" rather than a general-purpose assistant. Its premise is that organisations rarely lose knowledge itself — they lose how work actually gets done, because the way a company sells, hires, delivers and decides is scattered across people, conversations and disconnected tools. Knowlee connects those pieces: it maps your processes, tools and handoffs, builds a first version of the brain from how the company really operates, and then lets recurring processes run against that shared context.

The platform is organised around a cockpit where you ask questions with company context already in place, review prepared work and open completed results. On top of the brain sits a set of AI workforce processes. In sales, for example, a recurring check spots a real signal such as a job change or company news, Knowlee drafts outreach using your company context, your team reviews it before anything is sent, and the research stays in memory for the next task. Similar patterns apply to operations, where recurring checks cover offers, renewals and payroll, surfacing pricing differences, upcoming renewal reviews and record discrepancies as exceptions for your team to resolve.

Security and control are treated as design constraints. Knowlee states that company data is not used for model training, offers dedicated hosting in Europe or deployment on your own machines, and lets administrators define which sources each process may access and which actions require a person's approval. Each process gets a risk sheet recording purpose, data, owner and safeguards, and results and decisions remain inspectable afterwards. Headline figures on the site — annual hours in a workload model and cases mapped — are explicitly described as modelled workload, not measured savings.

**Pricing & Plans:** Knowlee is described as freemium with paid tiers and an enterprise path. Public pricing is not listed on the homepage, and deployments move through a mapping phase into a connected setup, so costs are scoped per company. Contact Knowlee for a quote on a specific process.

- **Company brain built from your operations:** Knowlee connects to your CRM, inbox, calendar and documents, captures how work actually flows and turns that into a shared memory that every authorised process can draw on.
- **Recurring AI workforce processes:** Sales, recruiting, delivery, finance and operations processes run on the brain, research what changed, prepare the next step and flag exceptions for review.
- **Approval rules on every action:** Every process can be assigned approval rules, so drafts, updates and recommendations wait for a human decision instead of firing automatically.
- **European or self-hosted deployment:** Choose dedicated hosting in Europe or deployment on your own machines, with open-source model options and clear boundaries on who can see which sources.
- **Inspectable access and decision history:** See who can access which company information, inspect recorded decisions and task results, and keep a process risk sheet with purpose, data, owner and safeguards.

**Strengths:** Approval rules keep a human in the loop on any action you consider sensitive; Process mapping starts from how your company already works instead of a generic template; European hosting or self-hosted deployment with open-source model options suits regulated buyers; Results and decisions remain inspectable, so the work can be reviewed and improved over time

**Limitations:** Headline hours and value figures come from a workload model, not measured savings; Value depends on connecting the right systems and capturing processes accurately during onboarding; The concept of a shared company memory requires internal agreement on access boundaries before rollout

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

## Frequently Asked Questions

### How do Gumloop and Knowlee compare in monthly traffic?

Gumloop has 379,557 monthly visits, while Knowlee has 8,622. 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%; Knowlee has -10.1%.

### 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. Knowlee: Freemium, Paid, Contact for Pricing. Knowlee is described as freemium with paid tiers and an enterprise path. Public pricing is not listed on the homepage, and deployments move through a mapping phase into a connected setup, so costs are scoped per company. Contact Knowlee for a quote on a specific process.

## 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 | [Glean](https://openaitools.app/tool/glean) | 3,301,875 | +0.1% | Contact for Pricing | Enterprise AI grounded in your company's own knowledge | [.md](https://openaitools.app/tool/glean.md) |
| 6 | [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) |
| 7 | [CREAO](https://openaitools.app/tool/creao) | 619,749 | +39.2% | Freemium | AI agents that run recurring business work for your team | [.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 | [Lindy](https://openaitools.app/tool/lindy) | 323,329 | -0.2% | Freemium, Contact for Pricing | Hire an AI employee that connects to your stack and gets real work done | [.md](https://openaitools.app/tool/lindy.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-knowlee

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