On the other hand, I can also see AI being used as the core/foundation/cultural touchstone of an organization, as sad as that sounds.

Even teams with fewer than 100 members know what to ask, where to get supplies, how to fill out forms. So much busywork and what we call admin could be handled by a central AI for companies, like an intranet with a brain.

Easier said than done well.