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Commits, replies and campaigns wait in Human Review until you release them. Autonomy is a privilege you grant, not a default.
Gumloop offers visual AI workflow automation. Trooper deploys autonomous AI employees that reason through tasks, use real tools, and adapt — not just follow predefined node graphs.
02Overview
Gumloop connects apps through visual drag-and-drop flows with AI steps. Trooper agents reason through tasks dynamically — choosing tools, handling edge cases, and reporting back with full traces.
When a workflow breaks on unexpected input, flow builders stall. Trooper agents adapt, escalate to humans, and continue on the next mission.
Combine the reliability of traced tickets with the flexibility of LLM reasoning — plus coding agents that actually ship PRs.
Agents adapt to edge cases — not brittle if/else flow branches.
Same workforce handles spreadsheets, emails, and pull requests.
Every step logged — replay, audit, and improve workflows over time.
03Comparison
| Feature | Trooper | Gumloop |
|---|---|---|
| Workflow model | Reasoning agents with tool selection | Visual node-based flows |
| Edge cases | Agent adapts and escalates to human | Flow breaks on unexpected input |
| Code execution | Full terminal and GitHub access | Limited code node support |
| Complexity ceiling | Multi-agent parallel execution | Linear or branching flows |
| Maintenance | Agents learn org context over time | Manual flow updates per change |
| Integrations | 1,000+ plugins via Composio + OpenClaw | Curated app connectors |
When to choose Trooper
Commits, replies and campaigns wait in Human Review until you release them. Autonomy is a privilege you grant, not a default.
API keys are never stored on our servers. Every organization gets an isolated workspace with encrypted connections.
Self-host the whole workforce, or point it at local models. Enterprise adds SSO, private VPC and on-prem deployment.
Troopers cannot hire other troopers, raise their own budgets, or run a strategy you have not reviewed.
Every plan runs on a private server with your keys. No surprise bills on model usage — you pay providers directly.
1 workspace · no connected devices · free forever on your machine
BYO API keys — providers bill usage.
Team members
1 included
Workspaces
1 included
1 workspace · 2 team members · no connected devices
BYO API keys — providers bill usage.
Team members
2 included
Workspaces
1 included
2 team members included
Extra members $10/mo. BYO keys.
Team members
2 included
Workspaces
1 included
Volume pricing and dedicated support
Private deployment with custom agreements.
Team members
200 included
Workspaces
100 included
1 workspace · no connected devices · free forever on your machine
BYO API keys — providers bill usage.
Team members
1 included
Workspaces
1 included
1 workspace · 2 team members · no connected devices
BYO API keys — providers bill usage.
Team members
2 included
Workspaces
1 included
2 team members included
Extra members $10/mo. BYO keys.
Team members
2 included
Workspaces
1 included
Volume pricing and dedicated support
Private deployment with custom agreements.
Team members
200 included
Workspaces
100 included
everyone deserves a fully powered agentic system that does real work for them. that power should not sit only in the hands of big corporations — so we built trooper for you, and made it free for anyone to use. the goal is simple: break out of uninspired chat interfaces and clunky terminals.
— vaibhav
founder, trooper
Missing something? Email vaibhav@trooper.so.
Deploy Orders
Create AI agents that understand your business, work across your tools, and take work from idea to outcome.