Features
Silent failure detection for hallucinations, loops, broken tools
Full trace capture: messages, tool calls, retries, errors
Trajectories viewer with natural language search (Deep Search)
Custom Signals for ground-truth monitoring
Slack-native interface: query, triage, signal creation
A/B Experiments against live traffic
Self-Healing Agents: auto-fix failures, convert to evals (2.0)
Triage: agent that investigates agent issues in Slack/web
Raindrop Workshop: OSS local debugger (MCP-native)
Agent Self Diagnostics: agents report own failures/capability gaps
Alerting with daily summaries and custom thresholds
Projects for isolating ingest, dashboards, AI features per org
Typescript, Python, Go, Rust, Java SDKs
REST API and browser JavaScript integration
AI meeting preparation with deep research and battle cards (Evan)
CRM auto-updates via plain English commands (Atlas, coming soon)
Account monitoring with stakeholder and org change alerts (Nico, coming soon)
LinkedIn network analysis for warm lead generation (Iris, coming soon)
Lookalike customer discovery (Nova, coming soon)
Custom AI workers tailored to specific workflows
Secure isolated environment, no data training
Integration with CRM, email, calendar, call recorders
Slack and email notifications for AI worker outputs
Org chart mapping and stakeholder identification
Pipeline analytics and field updates
Record cleaning and standardization
Multi-agent system for task planning and execution (Z1 Engine)
Schema-level accuracy for enterprise workflows