The AI usage dashboard is a great start, but admins need deeper insights. We can see total credits consumed, but not who used them or what generated the usage. Adding user-level analytics, feature-level breakdowns, filters, exports, and usage alerts would make it much easier to manage AI adoption and credit consumption.