When people think about the AI boom’s supply chain, they picture Nvidia GPUs, high-bandwidth memory chips, and maybe the occasional submarine cable. Tiny steel bearings inside cooling fans don’t exactly make the highlight reel. But MinebeaMitsumi, the Japanese precision components giant, just dropped 58 billion yen (roughly $360 million) on the bet that those overlooked little spheres are about to become very, very important.

The company plans to build a new manufacturing facility in Southeast Asia specifically to ramp up production of precision bearings used in AI data center equipment. The target: boosting overall bearing capacity by approximately 30%, pushing monthly output past 500 million units.

The unsexy backbone of AI infrastructure

AI data centers generate enormous amounts of heat. The more powerful the chips running inside them, the more aggressive the cooling systems need to be. And those cooling systems, from server fans to liquid cooling pumps, rely on precision ball bearings to function reliably at high speeds for thousands of hours without failure.

MinebeaMitsumi’s bearings are also headed into storage devices, another critical component as AI workloads demand faster and more voluminous data access.