Features
Visual drag-and-drop workflow editor (Vue Flow)
AI assistant generates workflows from natural language or voice
Multi-agent orchestration with up to 5 levels of nesting
Built-in RAG pipeline (Qdrant or pgvector) with document upload
MCP (Model Context Protocol) client and server support
Human-in-the-loop approval checkpoints
Content guardrails with 4 layers (input, output, action, human review)
Persistent agent memory with knowledge graphs
Execution traces and evals for debugging and testing
Token cost tracking per workflow
User-built dashboards with chart widgets (Dashboard tab)
Python tools and skills system for portable agent capabilities
Playwright browser automation with auto-healing
Data pinning and version history for workflows
Parallel DAG execution for independent branches
Autonomous AI agents for GTM signal research and qualification
Always-on triggered Plays with retries and versioning
Reusable Tools callable from UI, API, or agents
Unified Data Model across CRM, product, and enrichment
Visual play builder for no-code workflow design
Programmatic access via TypeScript CLI, MCP, and Terraform
Claude Code integration for terminal-based GTM ops
Run-level observability across every step and failure
Account list building with lookalike generation
CRM enrichment from 30+ providers
Lead scoring based on intent and engagement signals
Automatic lead routing by territory, capacity, and fit
Deal risk and churn detection with real-time alerts
Version history, diff comparison, and one-click rollback
SOC 2 Type II certified with SSO and role-based access
