Enterprises face escalating costs and architectural friction as they distribute generative AI workloads across fragmented cloud environments. Data gravity and proprietary model ecosystems force CIOs into complex infrastructure trade-offs. Strategic success now requires balancing cross-cloud orchestration against mounting technical debt