Custom AI chips trade GPU flexibility for efficiency at scale
Google and Amazon offer purpose-built AI accelerators for model training and inference alongside general-purpose GPUs. Custom chips can improve efficiency on stable, heavily used workloads, but development cost, software and design risk limit where they pay off.