Features
Visual drag-and-drop workflow builder
Interactive sandbox for testing workflows
End-to-end request tracing with OpenTelemetry
Real-time cost tracking and optimization recommendations
Performance analytics with bottleneck identification
Custom metrics and real-time alerting
Quality assurance with test datasets and version comparison
LLM-as-a-judge evaluation and deterministic metrics
Self-hostable open-source platform
Policy-based governance center
Budget controls with caps, quotas, and proactive alerts
Cost forecasting and cost centers by agent, team, provider
REST APIs for integration
Supports OpenAI, Anthropic, Google Gemini, Mistral
Gated promotion from sandbox to production
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
