From Experiment Tracking to AI Factory: What Changes When AI Becomes a Shared Enterprise Capability

By Adam Wolf The term “AI factory” is usually introduced as a hardware story: racks of accelerators, high-speed networking, and validated reference designs. That part is real, but it is not the part most organizations struggle with. The harder shift is operational.