AI-driven data centers are evolving into AI factories with unprecedented demands on power, compute, and operational resilience. This roundtable explores how a lifecycle Digital Twin for the AI Factory helps organizations design smarter, simulate performance before deployment, and operate at scale with confidence. Featuring leaders from NVIDIA, Schneider Electric, Equinix, and Meta, the discussion will examine how unified engineering, IT and OT infrastructure, and real-time operational data enable faster scaling, higher reliability, and more sustainable performance, moderated by AVEVA.