I'm interested in how different organizations are handling AI adoption. Do you provide Copilot or other AI licenses to everyone, or limit them to certain roles and departments? If access isn't universal, what criteria do you use to decide who gets a license? I'm also curious how you prevent employees from entering confidential, customer, financial, or proprietary information into AI tools. Are you using controls such as DLP, CASB, identity and access policies, browser restrictions, or endpoint security?
4 Answers
We let department heads approve licenses, and the cost comes from the department’s budget rather than IT’s. That makes the process surprisingly easy and keeps IT from being viewed as the group blocking access. Managers approve individual requests, while more advanced or agent-based AI projects need to be funded through the requesting department’s cloud subscription.
For data leakage, Microsoft Purview endpoint and browser DLP can warn or block users when they paste or upload sensitive information to external AI sites. It can cover common browsers, while Copilot itself has enterprise data protection. It’s also useful to monitor AI activity for a short period with AI discovery tools before finalizing policy; real usage data usually reveals which sites employees are using and what kinds of information are being submitted.
The license policy and the data-protection policy should be treated as separate issues. Protecting Copilot does not automatically control what employees do with unrelated public AI services.
Access should be based on a demonstrated business need, not simply on someone asking for it. Have the requester explain what they want to accomplish and show a real use case before approving a paid license. AI adoption is ultimately a leadership and business decision, not just an IT decision.
For licensing, consider giving everyone access to the included Copilot Chat experience first, then reserve paid seats for users who demonstrate a need for deeper integration with email, meetings, files, Word, Excel, or Teams. Usage reports can show which unlicensed users are already using Chat heavily and which paid users have stopped using their seats. A 90-day inactivity rule lets you reclaim unused licenses and reassign them through a security group.
That makes sense. Separating approval and funding from IT seems like a good way to keep ownership with the teams that actually need the tools.