# The Hidden Network Cost of Going All-In on AI
Organizations scaling artificial intelligence deployments face significant but often overlooked infrastructure costs related to network capacity and bandwidth requirements, according to analysis from Spiceworks. The report suggests that companies focusing primarily on AI compute capabilities may underestimate the networking investments necessary to support data-intensive AI workloads effectively.