
The sudden shift toward large-scale generative models has fundamentally disrupted the predictable capital expenditure models that governed corporate data centers for the last several decades. Modern organizations no longer view hardware as a static asset but as a volatile variable that dictates their competitive standing in a saturated digital market. This transformation moves the focus away from raw processing metrics










