Features
Multi-agent team orchestration
Long-horizon workflow automation
Dynamic agent roles (planner, researcher, coder, reviewer)
Shared context and artifact passing between agents
Observability dashboard for agent activity
Failure recovery within workflows
Natural language workflow definition
Code-based workflow definition
Persistent memory across sessions
Visual workflow builder (drag-and-drop)
AI-powered document understanding (LLM-based)
Human-in-the-loop approval steps
Pre-built connectors for SAP, Salesforce, Oracle
Audit trail and compliance logging
Role-based access control and governance
Automated data extraction from PDFs and images
Multi-step orchestration across systems
Real-time dashboard and monitoring
Version control for workflows
Open-source framework (Community edition)
Custom Python actions for integrations
Runbook editor (local development)
On-prem deployment option (Community edition)