AI agent governanceAI agent monitoring

AI agent monitoring: what to watch once your agents are running

AI agent monitoring is keeping an eye on what your agents actually do once they are in use: who uses them, which systems they reach, what they change, and what your rules stop.

Developers monitor agents for errors and speed. For the business, the questions are different: is the agent doing the right things, for the right people, within the rules?

What to watch

Five signals worth following

Use per group
Which teams use which agents and systems. Low use shows where training is needed, sudden high use shows something new to understand.
Systems reached
Which systems agents read from and write to. A new system appearing is worth a look.
Changes made
What agents created or changed: records, notes, tasks. These matter more than what they read.
Blocked actions
What your rules stopped. A rule that keeps firing shows a need people have, or a rule that is set wrong.
Unusual patterns
Far more calls than usual, calls at odd hours, or one person reaching far more data than before.
Monitoring vs audit trail

Two sides of the same log

Audit trail
Answers what happened, after the fact: one action, who asked, what changed.
Monitoring
Shows patterns while they happen: use, trends, blocked actions and anything unusual.
With Deployed OS

How Deployed OS handles it

Deployed OS logs every call with the person, the system and what was read or changed, in every AI tool your people use, and shows who uses what. The log can be exported, for example to the tools your IT team already uses.

This is one of five controls every company needs for its agents. See all five in our guide to AI agent governance.

More on agent governanceThe full guide
FAQ

Questions about AI agent monitoring

Following what AI agents do once they run: who uses them, which systems they reach, what they change, what rules block, and whether anything looks unusual.

Observability is mostly a developer term for tracing how an agent works inside: steps, errors and speed. Monitoring for the business is about what agents do in your systems and for whom.

Start with what agents change, not what they read, and with what your rules block. Those two show the real risk and the real needs fastest.

Not if every agent reaches your systems through one connection layer that logs each call. Then that log is the source, and it can be sent on to the tools IT already uses.