# Gumloop vs testRigor

Gumloop records 379,557 monthly visits with -21.1% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. testRigor records 105,865 monthly visits with -2.7% growth and Free Trial, Contact for Pricing, Free pricing.

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [testRigor](https://openaitools.app/tool/testrigor-com) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://testrigor.com |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI Testing, No-Code&Low-Code, AI Agent, AI Developer Tools |
| Pricing Model | Freemium, Paid, Contact for Pricing | Free Trial, Contact for Pricing, Free |
| Monthly Visits | 379,557 | 105,865 |
| MoM Growth Rate | -21.1% | -2.7% |
| Primary Market | United States | United States |
| Direct Visits | 125,579 | 55,493 |
| Review Score | 4.4 | 4.5 |
| 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)

## testRigor

testRigor is an agentic AI test automation tool built around a simple premise: tests should be written in plain English, not code. You describe what a test should do, for example "purchase a Kindle," and the platform translates that into concrete steps like entering a search term, clicking a product, and adding it to a cart. Because the instructions stay in natural language, manual QA engineers can create and maintain automated tests without specialized programming skills, which directly addresses the talent bottleneck that slows most automation programs.

The platform emphasizes dramatically less maintenance. Instead of brittle selectors and scripts that break with every UI change, testRigor's AI adapts tests as the application evolves. The company frames the outcome as building automation 100x faster with roughly 200x less maintenance time, versus the manual-plus-Selenium/Appium approach where most resources get tied up in upkeep rather than new coverage. It also supports generating tests directly in testRigor or through Claude Code using MCP and Skills, and can import existing manual test cases.

Coverage spans far more than web. Tests can run across cross-browser web, native and hybrid mobile apps on iOS and Android (with LambdaTest or BrowserStack integrations for more devices), native Windows desktop apps, APIs, email, SMS and phone calls via Twilio, 2FA logins, and mainframe applications, plus ERP and CRM platforms like Salesforce, SAP, Workday, and ServiceNow. It also automates testing of AI-native features such as chatbots and generated content. Security certifications include ISO/IEC 27001:2022, SOC 2, HIPAA, and GDPR, and testRigor runs free unlimited Generative AI with paid versions available for advanced needs.

**Pricing & Plans:** testRigor offers free unlimited Generative AI and appears to include a free tier, with a free trial and paid plans available. Native desktop testing is limited to paid versions, and full pricing requires contacting the company or requesting a demo.

- **Plain-English test automation:** Build and maintain end-to-end tests using free-flowing plain English. testRigor interprets your instructions exactly as written and executes them, with no coding required.
- **Self-healing AI:** Tests adapt to UI changes automatically, so you spend far less time fixing broken selectors and scripts. Customers report near-zero maintenance versus Selenium and Appium.
- **Broad platform coverage:** Cover web, iOS and Android mobile, native Windows desktop, API, email, SMS, phone calls, 2FA, and mainframe testing from a single tool.
- **Claude Code and MCP generation:** Generate tests directly in testRigor or through Claude Code using MCP and Skills, and import existing manual test cases to get started quickly.
- **Testing for AI features:** Automate LLM-based features like chatbots, generated summaries, charts, and diagrams, and use built-in generative AI to maintain your suite.

**Strengths:** Plain-English tests let manual QA teams automate without coding skills; Self-healing AI cuts test maintenance dramatically versus Selenium and Appium; Very broad coverage: web, mobile, desktop, API, email, SMS, calls, 2FA, and mainframe; Free unlimited Generative AI lowers the barrier to building tests

**Limitations:** Price is not published publicly, so teams must request a demo or contact sales before budgeting; Plain-English scripts still need careful phrasing, and complex logic may require supported commands; Native desktop testing is restricted to paid versions; Mobile device coverage beyond supported devices may require integrations such as LambdaTest or BrowserStack

[Profile (Markdown)](https://openaitools.app/tool/testrigor-com.md)

## Frequently Asked Questions

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

Gumloop has 379,557 monthly visits, while testRigor has 105,865. 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%; testRigor has -2.7%.

### 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. testRigor: Free Trial, Contact for Pricing, Free. testRigor offers free unlimited Generative AI and appears to include a free tier, with a free trial and paid plans available. Native desktop testing is limited to paid versions, and full pricing requires contacting the company or requesting a demo.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [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) |
| 2 | [Zapier](https://openaitools.app/tool/zapier-com) | 5,065,248 | +0.4% | Freemium, Free Trial, Paid | Connects thousands of popular apps with robust traditional automations, but offers less native AI agent flexibility than Gumloop. | [.md](https://openaitools.app/tool/zapier-com.md) |
| 3 | [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) |
| 4 | [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) |
| 5 | [KaneAI](https://openaitools.app/tool/kaneai) | 901,340 | +13.2% | Freemium, Paid, Contact for Pricing | GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language | [.md](https://openaitools.app/tool/kaneai.md) |
| 6 | [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) |
| 7 | [Taskade](https://openaitools.app/tool/taskade) | 539,714 | -9.4% | Freemium | Combines AI task management with workflow automation, offering a more collaborative workspace than Gumloop's data pipeline focus. | [.md](https://openaitools.app/tool/taskade.md) |
| 8 | [Qase](https://openaitools.app/tool/qase) | 319,213 | -25.5% | Freemium, Free Trial, Contact for Pricing, Free | Ship with confidence: one system of record for manual, automated, and CI tests | [.md](https://openaitools.app/tool/qase.md) |
| 9 | [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) |
| 10 | [Tines](https://openaitools.app/tool/tines) | 273,260 | +24.4% | Freemium, Contact for Pricing | Delivers enterprise-grade security and governance for automated workflows, but requires more deliberate setup than Gumloop. | [.md](https://openaitools.app/tool/tines.md) |

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Source: https://openaitools.app/compare/gumloop-vs-testrigor-com

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