Logged
An event exists somewhere in the record.
Direct answer
What is AI agent traceability?
AI agent traceability is the ability to connect recorded artifacts across an agent run so a reviewer can establish who or what initiated it, what instructions and context were captured, which model and tool operations followed, what authority or human controls were recorded, and what resulting state can be verified.
The essential limit
A trace can establish recorded evidence, not hidden motivation.
A generated rationale or decision summary may be part of the record. It is not objective access to hidden chain-of-thought or a model's true latent motive. A stronger question is: what evidence was available, what observable actions followed, and what state resulted?
Related terms
Trace, audit trail, and observability are not interchangeable
| Term | Primary job | Common limitation |
|---|---|---|
| Activity trace | Correlates recorded events across an execution. | May omit principal, authority, integrity, or downstream state. |
| Audit trail | Supports accountability with governed records and retention. | A label alone does not prove completeness or independent verifiability. |
| Observability | Helps operators understand behavior, performance, errors, and cost. | Operational visibility does not necessarily preserve delegation or effects. |
| Tracevity | Connects documentation intelligence, Tracevity-tested compatibility evidence, and local deterministic reconstruction with release gating. | Findings remain bound to cited documentation or exact tested inputs; they do not certify whole products or reveal hidden reasoning. |
Reconstruction ladder
Logging an event is only the first step
Correlated
Identifiers connect it to the relevant session, span, or agent.
Attributed
The record distinguishes the agent from the initiating principal.
Authorized
Delegation, scope, approval, or policy evidence survives.
Effect-linked
The requested operation is separated from a tool-reported result.
Verified
Independent destination evidence establishes the resulting state.
Good enough for what?
Trace sufficiency is use-case specific.
Debugging, incident reconstruction, delegated-authority review, external-effect verification, portability, and privacy-controlled archival require different evidence. Tracevity does not collapse those needs into one score.
Continue with the system profiles, review the documented formats, or define a target with Trace Reconstruction Requirements v0.1 + v0.2.