Execution Trace Monitoring in Enterprise Workflow Agents

Determine whether enterprise workflow agent products provide monitoring for individual execution traces that is evident from publicly available documentation, in order to clarify the existence of per-execution trace visibility for these systems.

Background

Within the Autonomy and Control analysis, the paper notes wide variation in how agents expose their internal actions to users, ranging from detailed traces to summarized reasoning or no visible monitoring at all. In enterprise contexts, documentation is often sparse or ambiguous.

Because the Index relies exclusively on public information, the authors emphasize that for many enterprise agents it is unclear whether any per-execution monitoring exists. Establishing the presence or absence of such monitoring is important for accountability and oversight of autonomous operations.

References

For many enterprise agents, it is unclear from information publicly available whether monitoring for individual execution traces exists.

The 2025 AI Agent Index: Documenting Technical and Safety Features of Deployed Agentic AI Systems  (2602.17753 - Staufer et al., 19 Feb 2026) in Section 4 (Findings), Subsection: Autonomy and Control