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Gumloop vs BrowserPair

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Gumloop compared with BrowserPair
DetailGumloop logo GumloopBrowserPair logo BrowserPair
What it doesThe multiplayer AI agent builder Let AI agents work in your signed-in Chrome browser with scoped access, human approval, and verified results
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Not given
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Free: €0/month with 100 task credits per month and 1 connected browser. Pro: €5/month with 2,000 task credits per billing month and 5 connected browsers. Extra credits: 1,000 credits for €3 on Pro (do not expire).
Key features
  • Browser automation with real browser execution
  • Over 300 native integrations
  • Support for any AI model including frontier and open-source
  • Session recordings with audit logs
  • Human-in-the-loop with secure handoffs
  • Password vault for credential management
  • CAPTCHA handling
  • Agent self-improvement through reflection
  • Detailed spend analytics per model and agent
  • Role-based access control and governance
  • Redacted sensitive values including passwords, OTPs, card data, and API keys
  • Effect verification to prevent blindly repeating uncertain browser side effects
  • Integration with ChatGPT and Claude via MCP connectors
  • REST API and custom agent key support for own scripts
  • Task credit model with no separate browser-hour or AI model billing
What makes it different
  • Anyone can build agents without coding, not just technical teams
  • Full observability and control over AI spend with credit-based billing
  • Agents run in real browser with full web access and integration capabilities
  • Enterprise-grade security with VPC deployment and data ownership
  • Keeps your signed-in sessions in your own Chrome profile instead of copying them to a remote browser fleet
  • Brings the agent into your existing browser instead of moving your browser to a remote server
  • Charges only for accepted tasks, not for browser hours or AI model calls
  • Prevents uncertain side effects from being blindly replayed through durable task state and effect verification
  • Treats all page content as untrusted data so websites cannot grant themselves new permissions
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)196
Citation Flow (Majestic)4922
Referring domains (Majestic)42738

4 details filled in for both companies.

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