AMD, Supermicro, and Vast Data are developing integrated full-stack solutions to reduce reliance on standalone GPUs. These companies aim to optimize the entire data pipeline from storage to compute. This shift streamlines deployment for enterprises. It reduces the friction of scaling large-scale clusters by unifying disparate hardware layers into a single cohesive system.