economics//total cost of ownership

Total Cost of Ownership (TCO) estimates the full cost of acquiring, operating and eventually replacing a system. For AI infrastructure that can include accelerators, servers, networking, energy, cooling, facilities, licenses, engineering labor, downtime, support and depreciation.

Total Cost of Ownership (TCO) estimates the full cost of acquiring, operating and eventually replacing a system. For AI infrastructure that can include accelerators, servers, networking, energy, cooling, facilities, licenses, engineering labor, downtime, support and depreciation.

TCO prevents a narrow hardware discount from masquerading as system savings. It also depends on time horizon and utilization: an expensive cluster used continuously may beat cheap idle capacity, while a low API rate can become costly at sustained volume.

Purchase price is the ticket. TCO is the entire trip, including the hotel you forgot to budget.