AI agent governanceShadow AI agents

Shadow AI agents: how to find them and bring them in

Shadow AI agents are agents that teams set up on their own, with their own connections and keys, outside any central overview. They are the agent version of shadow IT.

They appear because AI works and people want it to work for them. Banning them rarely helps: the work moves to personal accounts instead. The goal is to make the approved way the easiest way.

How they appear

Three common routes

Personal connections
Someone connects the company CRM or mailbox to an AI tool on their own account. It works, so colleagues do the same.
Automation tools
A team builds a flow in an automation tool with an AI step and a stored key, and it keeps running long after the person who built it has moved on.
Private AI accounts
People use private accounts because the company has not given them one. In one of our audits, 11 of 21 employees used private AI accounts.
How to bring them in

From hidden agents to an approved list

1 · Make a list
Ask each team which AI tools, connections and automations they use, and check which connectors are switched on in your AI tools’ admin settings.
2 · Offer a better way
Give everyone a company account and one approved connection to the systems they need, with their own login. It has to be easier than the workaround.
3 · Move, then close
Move the useful agents onto the approved connection, then switch off personal connections and old keys.
4 · Keep it current
Decide who approves a new system or agent, and review the list a few times a year.
With Deployed OS

How Deployed OS handles it

Deployed OS gives the whole company one approved connection to its systems, with each person’s own login. Admins see which systems are connected and who uses what, and every call is logged, so new agents grow inside the overview instead of outside it.

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 shadow AI agents

AI agents that teams or individuals set up on their own, with their own connections and keys, outside any central overview or approval.

They often run on personal accounts or shared keys with broad access, nobody knows what data they reach, and their actions leave no trace the company can see.

A ban usually moves the work to personal accounts. It works better to offer an approved way that is easier, move the useful agents onto it, and then close the old connections.

Ask the teams, check which connectors are switched on in your AI tools’ admin settings, and look for stored keys in automation tools. Then keep one list of approved agents.