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AI governance

Shadow AI is already inside your organisation

Many employees already use personal AI tools for work, whether or not a policy allows it. A ban leaves the risk in place and hides the usage from you.

Terence Kok · 2026-06-20 · 4 min read

A sealed matte white machined enclosure with a thin red glow escaping from one hairline seam along its edge.

Executive summary

4

steps in the governed alternative, in order

Key conclusions

  • A ban makes employees hide their use. You then lose your main remaining advantage, which is a rough view of what is happening.
  • Widespread employee use shows demand and readiness. Employees have already decided that these tools are useful.
  • The governed alternative is a sanctioned tool good enough to replace personal tools. It runs inside your own boundary, with a published and enforced rule on what data may go into it.

Employees already use personal AI tools for work, widely and regularly, and largely regardless of whether a policy exists.

The governance risk is that confidential material leaves your systems with no contract to protect it, no audit trail and no control over what happens to it next.

A ban makes the risk worse, because it hides the usage

A white pressure vessel clamped shut, a red relief valve on top releasing a wisp of vapour.

A ban does not reduce use among people who get real productivity from these tools. It makes them hide their use. You then lose your main remaining advantage, which is a rough view of what is happening.

This level of use is better read as evidence of demand and readiness than as a compliance failure. Employees have already decided that the tools are useful. The only open question is whether that use happens inside a boundary you control.

Offer a governed alternative in four steps

Take these four steps, in this order:

  1. Provide a sanctioned tool that is good enough to leave employees no reason to use an unsanctioned one.
  2. Run it inside your own boundary, with logging and retention rules that you set.
  3. Classify what may and may not go into it, in language an operator can apply without legal advice.
  4. Publish the rule, then enforce it. A rule that people have not read does not work as a policy.

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