Issue AI factories turn spare compute into a saleable service alongside internal workloads

Summary

Deloitte describes the rise of AI factories, integrated infrastructure ecosystems designed specifically for AI processing. They combine AI-specific processors such as GPUs packaged with high-bandwidth memory, high-performance networking, advanced data pipelines that avoid traditional transformation bottlenecks, preoptimised algorithm libraries and unified orchestration platforms. Beyond serving internal needs, these facilities can offer spare computing capacity through service models. That lets organisations earn revenue from unused processing power while keeping strategic control over their critical workloads. Dell's John Roese calls AI factories greenfield environments and argues that building one alongside existing infrastructure is faster and less risky than retrofitting a brownfield estate. He expects most infrastructure capacity to serve AI systems rather than traditional workloads before long.