The Futurum Group examines whether cooling systems may become the primary design driver for artificial intelligence data centers, as thermal management grows increasingly critical to operations. The analysis suggests that cooling infrastructure could shift from a supporting function to a central architectural consideration as AI workloads demand greater computational density and power consumption.