As companies packed more GPUs into their computer data centers, their A.I. systems could analyze more data. But the best GPUs cost around $40,000, and they need huge amounts of electricity.

Jon Layish started Red Barn Technology Group Computing in 1996 when a friend in computer science at Binghamton University complained there was nowhere locally to get computer parts and service ...