Understand demand first

Employees use external tools when official processes are slow or knowledge is difficult to find. An inventory reveals where value already exists and where data leakage or incorrect action creates risk.

The goal is not punishment but a map of behaviour and causes.

Create an approved path

Policy should explain prohibited data, approved tools, output verification and a channel for new scenarios. Without an accessible alternative, rules remain formal.

  • Permitted data categories
  • Approved tool list
  • Human verification rules
  • Fast review channel for new ideas

Use the signal for transformation

Popular informal scenarios can become governed corporate agents with approved sources and logging. Employees receive a better tool while the organisation gains control and measurement.

Treat shadow AI as unmet demand, not permission for uncontrolled sensitive-data use.