How each kind of tool covers agent governance
CapabilityFrontier-lab agent platformsCowork, ChatGPT Work, Gemini Enterprise, Copilot StudioDeveloper agent observabilityLangSmith, Langfuse, Arize, Datadog LLM Obs.GRC & audit incumbentsServiceNow, Workiva, IBM OpenPagesActeeAgent Governance
Live agent telemetryWhat ran: traces, logs and tool callsFullFullNot addressedFull
Reconciled to business meaningMapped to your entities, KPIs and lineageNot addressedNot addressedNot addressedFull
Checked against a commercial mandateDecision rights, not just accessPartialNot addressedPartialFull
Closed against business outcomeDecisions joined to the KPIs they movedNot addressedNot addressedNot addressedFull
Board- and examiner-ready evidenceAppend-only decision ledgerNot addressedNot addressedPartialFull
  • Full
  • Partial: for example own agents only, token cost without outcomes, or policy without live checks
  • Not addressed

Close the gap on your own agents.

Start with one function: what your agents decide, who may approve it, and how it would be evidenced.