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Gumloop vs Search2o

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 Search2o
DetailGumloop logo GumloopSearch2o logo Search2o
What it doesThe multiplayer AI agent builder A platform to build, run, and use AI microagents through search
StageNot given MVP
FoundedNot given Not given
Based inUS US
Pricing modelFreemium Free trial
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. The agent server is free and source available with no license fee. Search2o Cloud is free during the beta period. Production pricing will include a platform fee, developer fee, storage fee, and usage fee with no per-user charges. Paid service planned for January 2027.
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
  • Built-in agent discovery and multi-agent conversations
  • Agent framework to define and publish agents
  • Encrypted conversations and memories by default
  • Multi-user access with four roles plus service accounts
  • Human-in-the-loop controls for critical actions
  • Stateless horizontally scalable architecture
  • Environment profiles for dev and prod
  • Source available server and UI
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
  • Search that retrieves and runs AI workflows instead of matching documents
  • Agents that combine deterministic workflows with LLM-driven reasoning
  • Hybrid cloud architecture requiring only stateless servers in your environment
  • No per-user licensing, pay only for developers, storage and usage
  • Enterprise-grade reliability and security standards
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last check2 −1 (down) since last check
Trust Flow (Majestic)190
Citation Flow (Majestic)4924
Referring domains (Majestic)427312

6 details filled in for both companies.

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