Mountain Meadow Wool Mill ran on people. Experienced people who knew the machines, knew the lots, and knew what worked — but had no way to capture that knowledge, track where wool was in the process, or know what the machines were doing until something stopped working. This case study documents a full 12-week AI adoption engagement across three phases: building the operational foundation, developing the knowledge infrastructure, and deploying the first working tools.