← Back to Learn
audit-trailmonitoringagent-safety

Multi-Agent Audit Trail Correlation

Authensor

When a multi-agent system processes a request, the resulting actions may span five, ten, or more agents. Each agent produces its own audit events. Without correlation, these events are isolated fragments that tell you what each agent did but not why or in what order. Correlation links these fragments into a coherent narrative.

Correlation Identifiers

The foundation of audit correlation is a shared identifier that connects related events across agents. Three types of identifiers are commonly used together:

Trace ID: A unique identifier assigned when a request enters the system. Every agent that processes the request includes this trace ID in its audit events.

Span ID: A unique identifier for each agent's contribution to the trace. Spans have parent-child relationships that encode the causal structure of the workflow.

Envelope ID: Authensor's action envelope ID links a specific action request to its policy evaluation result, approval decisions, and execution receipt.

Temporal Correlation

When trace IDs are not available (for example, when correlating events from agents that predate your tracing infrastructure), temporal correlation uses timestamps, action types, and parameter overlap to probabilistically link related events. This is less reliable than trace-based correlation but useful for forensic analysis of historical data.

Cross-System Correlation

Multi-agent systems often span multiple services with separate logging systems. Federated query tools can search across logging backends using trace IDs. Alternatively, forward all audit events to a central store using Authensor's control plane as the aggregation point.

Correlation for Compliance

Regulators may require demonstrating the complete chain of events that led to a specific outcome. Correlated audit trails provide this by linking the initial user request through every intermediate agent action to the final result, with policy evaluations and approval decisions at each step.

Authensor's hash-chained receipts provide tamper-evident correlation. Each receipt references its predecessor, creating a verifiable sequence that cannot be reordered or modified without detection.

Audit events without correlation are just noise. With correlation, they become evidence.

Keep learning

Explore more guides on AI agent safety, prompt injection, and building secure systems.

View All Guides