An analyst examines how Nebius AI's Inferize acquisition could improve Token Factory margins by reducing cold-start times from 23 minutes to 20 seconds and decreasing warm spare GPU capacity requirements, modeling potential revenue uplifts through multiple scenarios with varying cold-start frequencies and realization rates.