High-bandwidth memory demand currently favors Micron Technology and SanDisk. Market analysts now identify alternative semiconductor players as potential winners in the AI infrastructure race. These firms provide the critical storage components required for large-scale model training. Practitioners should monitor supply chain diversification to avoid reliance on a few dominant hardware vendors.