AI server costs are rising at a pace that is breaking procurement plans, budget models, and deployment timelines across the industry. Every layer of the stack, including GPU modules, memory, networking, power, and cooling, has repriced sharply heading into 2026. This is not a temporary spike or a. AI is unlocking incredible productivity gains across AEC, but here is the part that is not making headlines: it is also causing a rapid spike in the cost of the hardware and cloud services your firm depends on every day. This is not a forecast or a distant trend. It is here, it is accelerating, and. Nvidia's B300 server, which houses eight B300 GPUs, is priced at about US$550,000 in the US, says two sources. PHOTO: BLOOMBERG Strong demand for artificial intelligence computing equipment in China has nearly doubled prices for Nvidia's B300 servers to about seven million yuan (S$1. 3. Skyrocketing memory prices trigger a chain reaction in the AI server industry: 6% price surges, delivery delays, and a major supply chain test for computing infrastructure. 8% year-over-year as of Q3 2025, according to recent industry analyses, marking one of the sharpest price escalations in semiconductor memory history.
