Broadcom’s AI chip revenue rose to $11.5 B, tripling. Tech giants moved from standard GPUs to custom ASICs. Generic GPUs waste power on unused hardware blocks. Custom chips lower inference costs by 40% and reduce electricity use for high‑volume queries.