Nvidia GPU server supply-chain vendors say the product transition will finish in second quarter 2026, setting up an upswing from the third quarter as demand stays strong and partners race to keep up with orders. The upbeat view points to solid momentum in the second half of the year, even as Nvidia’s key component suppliers say they have been pushed “almost to the limit” by the pace of shipments.