A chronological record of every action an AI agent takes, providing accountability, compliance evidence, and forensic capability.
An audit trail logs everything: what the agent did, when, why, and what the outcome was. Tool calls, message sends, file accesses, approval decisions — every event gets a timestamped, searchable record.
This is not just logging. An audit trail is structured, queryable, and exportable. When a customer asks "what did the agent do with my data?" you can answer with evidence.
For compliance (SOC 2, HIPAA, GDPR), audit trails are mandatory. For operations, they are invaluable for debugging and improving agent behavior.
Without an audit trail, you have no idea what your agent did. When something goes wrong — and it will — you need to reconstruct the sequence of events. Audit trails provide accountability, enable debugging, and satisfy compliance requirements.
Clawctl logs 50+ event types with full-text search and export (CSV/JSON). Retention: 7 days (Starter), 90 days (Team), 365 days (Business). SIEM export on Business plans for integration with Splunk, Datadog, and other tools.
Try Clawctl — 60 Second Deploy50+ event types including tool calls, message sends, approval decisions, policy violations, login events, configuration changes, and more.
Yes. Full-text search across all events. Filter by event type, time range, agent, and user.
Starter: 7 days. Team: 90 days. Business: 365 days. Enterprise: custom retention.
AI Compliance
Meeting regulatory and organizational requirements for deploying AI agents in production — including audit trails, data handling, and accountability.
SIEM Export
The ability to export AI agent audit logs to a Security Information and Event Management system for centralized security monitoring.
Approval Workflow
A process where risky agent actions are paused and routed to a human for review before execution.
Agent Monitoring
Real-time observation of AI agent behavior, performance, and health — including conversation quality, error rates, and resource usage.