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Gumloop vs Expert Consilium

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 Expert Consilium
DetailGumloop logo GumloopExpert Consilium logo Expert Consilium
What it doesThe multiplayer AI agent builder Structured AI decision support through multiple independent perspectives
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Paid
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Essential: €9 (4 AI perspectives); Consilium: €19 (8 AI perspectives); Grand Consilium: €29 (12 AI perspectives). Prepaid packages available: Essential packages of 5 for €39 or 10 for €69; Consilium packages of 5 for €69 or 10 for €129; Grand Consilium packages of 5 for €99 or 10 for €179. Each pric
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
  • Multiple independent AI perspectives analyze the same question
  • Anonymous cross-checking of AI answers
  • Structured Decision Brief with recommendation and risks
  • Three analysis levels: Essential (4), Consilium (8), Grand Consilium (12) perspectives
  • Support for 42 languages
  • Automatic masking of personal and identifying data
  • Zero Data Retention requirement from AI providers
  • One follow-up question included per report
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
  • Anonymous ranking ensures quality of arguments over model reputation
  • Structured decision report rather than raw AI text
  • Data confidentiality with Zero Data Retention built in
  • Fixed transparent pricing per analysis level
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)490
Referring domains (Majestic)42730

5 details filled in for both companies.

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