Find value
Start with repetitive, high-volume work where time saved or quality improved can be measured.
Direct answer
Business outcomes
How we approach it
Start with repetitive, high-volume work where time saved or quality improved can be measured.
Define approved tools, data boundaries, access, review requirements and accountability.
Test with a focused group, measure the result and expand only when the workflow earns it.
Usually not at the beginning. Start with roles that have clear use cases, suitable data access and enough training to measure whether the licence creates value.
Shadow AI is the use of unapproved AI tools or accounts for company work. It can expose confidential information and make outputs difficult to govern or reproduce.
Yes. A useful policy should reflect actual work, distinguish approved and prohibited data, require human review and identify who approves new tools.
Use the scorecard for an immediate starting point, then bring the result to a focused conversation.