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Gumloop vs withHuman

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 withHuman
DetailGumloop logo GumloopwithHuman logo withHuman
What it doesThe multiplayer AI agent builder The approval layer for AI agents
StageNot given Not given
FoundedNot given Not given
Based inUS US
Pricing modelFreemium Freemium
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Open Source: free and self-hosted. Free: $0/month hosted plan with up to 5 members. Scale: $20 per user per month. Enterprise: Custom annual contract.
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
  • Tool call interception for all agent frameworks
  • Automatic approval rules to prevent fatigue
  • AI judge for complex rule evaluation
  • Works with LangGraph, CrewAI, Mastra, Claude Agent SDK and more
  • Open Agent Approval Protocol for framework independence
  • Self-hosted or cloud-hosted deployment options
  • Custom permission policies and organization controls
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
  • Framework-agnostic: works with any AI agent through the open Agent Approval Protocol
  • No vendor lock-in: open source spec and SDKs let you swap providers without rewriting agents
  • Comprehensive audit trail for accountability and compliance
  • Meets reviewers where they work with multi-platform notifications
  • Policy-based routing to eliminate approval bottlenecks
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last check30 −1 (down) since last check
Trust Flow (Majestic)196
Citation Flow (Majestic)4928
Referring domains (Majestic)427348

6 details filled in for both companies.

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