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.
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.
| 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 |
Approve hires. Approve strategy. Override anything.
You operate as the board of directors. Agents can't hire new agents without your approval. The CEO can't execute a strategy you haven't reviewed. You can pause any agent, reassign any task, adjust any budget — at any time.
You have full control over every agent in the org. Autonomy is a privilege you grant, not a default.
Pause.Resume.Override.Reassign.Terminate.
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 · lifetime license on your machine
Bring your own API keys. Model usage billed by your providers.
Team members
1 included
Workspaces
1 included
1 workspace · 2 team members · no connected devices
Bring your own API keys. Model usage billed by your providers.
Team members
2 included
Workspaces
1 included
2 team members included
Each workspace uses the selected tier ($25/mo). Additional members are $10/month.
Team members
2 included
Workspaces
1 included
Volume pricing and dedicated support
Self-hosted deployment with migration and custom agreements.
Team members
200 included
Workspaces
100 included
1 workspace · no connected devices · lifetime license on your machine
Bring your own API keys. Model usage billed by your providers.
Team members
1 included
Workspaces
1 included
1 workspace · 2 team members · no connected devices
Bring your own API keys. Model usage billed by your providers.
Team members
2 included
Workspaces
1 included
2 team members included
Each workspace uses the selected tier ($25/mo). Additional members are $10/month.
Team members
2 included
Workspaces
1 included
Volume pricing and dedicated support
Self-hosted deployment with migration and 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.
Missing intel? Transmit your question to vaibhav@trooper.so.
Stand up AI units that write code, manage tasks, and connect to 3,000+ tools — without the overhead of hiring.
