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Gumloop vs Excession Labs

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 Excession Labs
DetailGumloop logo GumloopExcession Labs logo Excession Labs
What it doesThe multiplayer AI agent builder AI security agent and hosted model API for authorized testing
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Not given
PricingFree 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing. Starter $20/month with $30 credit; Pro $100/month with $175 credit; Max $200/month with $400 credit; Ultra $500/month with $1,250 credit. Pay as you go: add funds from $10 to $1,000, balance never expires. DeepSeek V4.1 Flash: $0.035 input, $0.005 cached input, $0.50 output per 1M tokens. DeepSeek V
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
  • Terminal AI agent with parallel workers
  • Per-tool allow, deny and ask rules
  • Evidence-linked findings with severity and remediation steps
  • OpenAI and Anthropic SDK-compatible API endpoints
  • Session save, resume, fork and export
  • Headless mode with JSONL output and exit codes for CI
  • Support for MCP servers, skills, AGENTS.md, slash commands and hooks
  • DeepSeek V4.1 Flash and abliterated variant models
  • Cross-platform support for macOS, Linux and Windows
  • Shared account balance between terminal agent and API
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
  • Unified billing for both terminal agent and hosted API
  • API compatible with OpenAI and Anthropic SDKs
  • Evidence-based findings with source lines and reproduction steps
  • Terminal agent with configurable tool rules and headless CI mode
Community votes00
DR (Domain Rating by Ahrefs)75 no change since last check15 −1 (down) since last check
Trust Flow (Majestic)190
Citation Flow (Majestic)490
Referring domains (Majestic)42730

4 details filled in for both companies.

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