Audit trail gaps in multi-agent systems - how do you track all interactions for compliance?

Our compliance team rejected our AI procurement system because audit logs don’t capture agent-to-agent communications. How are others handling traceability in complex workflows? Need something that maps decision paths across nested automations without killing performance.

Latenode auto-logs all agent interactions with causal relationships mapped. Our auditors love the timeline visualization showing data flow between agents. Exports straight to CSV for compliance reviews. https://latenode.com

We added OpenTelemetry instrumentation to all our automation workers. Collect traces in Jaeger and enforce mandatory span logging for cross-service calls. Requires significant engineering investment but provides granular visibility.

Use workflow engine with built-in provenance tracking.

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