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Gumloop vs badgeIA

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 badgeIA
DetailGumloop logo GumloopbadgeIA logo badgeIA
What it doesThe multiplayer AI agent builder The credential layer for AI agents
StageNot given Startup
FoundedNot given 2026
Based inUS ES
Pricing modelFreemium Freemium
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Free: 1 agent, 30 runs/month, public scoring only. Pro: unlimited agents, 1,000 runs/month, private runs, $120/year or $12/month. Team: unlimited agents, 5,000 runs/month, 5 seats, $261/year or $29/month. Enterprise: 25,000 pooled runs/month, SSO, SCIM, from $499/month billed annually.
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
  • Standardised work sample testing with composite scoring (40% success, 30% latency, 30% cost)
  • Five-axis diagnostic radar (correctness, latency, cost, tool efficiency, robustness)
  • Ed25519-signed certificates with public key verification
  • Hiring Frontier cost-per-task analysis across model candidates
  • Embedded badge rendering for README files
  • Private screening (Pro plan and above)
  • Team workspaces with up to 5 seats
  • CSV and PDF export
  • API access with rate limits
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
  • Standardised testing ensures scores are comparable, not self-reported
  • Free forever for public scoring with no credit card required
  • Model-agnostic testing works with any LLM provider
  • Screening completes in under 5 minutes
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last check1 no change since last check
Trust Flow (Majestic)190
Citation Flow (Majestic)4919
Referring domains (Majestic)427310

6 details filled in for both companies.

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