Maya runs operations at a 60-person accounting firm. Her team keeps asking for AI help with drafting and research, but client confidentiality rules out the popular online tools. A GPU server bought last year sits mostly idle.
With a private AI gateway in front of that server, each practice group gets its own access and a fair share of capacity. Long document sessions stay quick, and the partners get a simple monthly picture of who uses what.
Six weeks in, Maya's inbox has fewer "can we use AI for this?" questions and more "look what I did with it" ones.