JuhJuh vs Devin
Human oversight, not full autonomy. Devin replaces developers. JuhJuh orchestrates them with 5 safety gates.
TL;DR
- Philosophy: JuhJuh — Human-in-the-loop
- Safety: JuhJuh — 5 independent review gates
- Transparency: JuhJuh — Full audit trail, real-time streaming
- Cost model: JuhJuh — Per-project subscription
Feature by feature
How JuhJuh compares to Devin.
| Dimension | JuhJuh | Devin |
|---|---|---|
| Philosophy | Human-in-the-loop | Fully autonomous |
| Safety | 5 independent review gates | Sandboxed environment |
| Transparency | Full audit trail, real-time streaming | Session-based output |
| Cost model | Per-project subscription | ACU-based (opaque) |
| Multi-repo | Managed workspace with dependencies | Per-task scope |
| Knowledge | Persistent organizational knowledge | Session-scoped context |
| Success rate | Human-guided, higher reliability | Fully autonomous execution |
| Integrations | 200+ across 23 categories | Session-scoped tool use |
| Deployments | One-click with encrypted vault | None |
| Secrets management | Encrypted vault with versioned snapshots | None |
| Knowledge graph | 8-signal hybrid search with graph-based ranking | Session-scoped context |
Works with Devin
Keep Devin. Add orchestration on top.
JuhJuh puts humans in control at every stage. Five safety layers ensure AI-generated code passes through prompt review, branch isolation, diff review, PR approval, and CI verification before reaching production.
- 5 safety gates between AI and production, on every plan.
- Humans review and approve. Zero autonomous merges.
- 200+ integrations across 23 categories, joined by agents.
Orchestrate
File the work as a Task. Agents pick it up and hand back a result.
Stay safe
Every change is sandboxed, brewed, reviewed, approved, and watched.
Remember
Organizational knowledge compounds, so every run makes the next smarter.
See it all
Token-level cost, full audit trails, and a real-time team dashboard.
Also compare
From idea to pull request.
Human-in-the-loop. 5 safety gates. 200+ integrations. You stay in control.
