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Gumloop vs Elpis

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 Elpis
DetailGumloop logo GumloopElpis logo Elpis
What it doesThe multiplayer AI agent builder Portable context for terminal coding agents
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Open source
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Not given
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
  • Context Ledger for curating admitted instructions, files and memory
  • Deterministic context admission before model processing
  • Workflows with Mother agent team design and checking
  • Love Spot drawing board with Matilda companion
  • Desktop app with theme customization
  • Support for GPT, Claude and Gemini models
  • Terminal and desktop app sharing state
  • Portable context for terminal coding agents
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
  • Deterministic context admission ensures agents see processed context before model receives it
  • Context Ledger provides transparent curation of agent inputs
  • Mother agent orchestrates multi-agent workflows with checking and merged results
  • Collaborative drawing interface with AI companion
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last check7 no change since last check
Trust Flow (Majestic)190
Citation Flow (Majestic)4912
Referring domains (Majestic)42736

4 details filled in for both companies.

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