By Dennis Smith Artificial intelligence is driving a fundamental shift in how enterprises approach multicloud. What was once a largely defensive strategy, often shaped by concerns around vendor lock-in or redundancy, is now becoming a proactive technical requirement. Many legacy multicloud approaches were “unfounded,” lacking a clear, workload-driven rationale and underestimating the operational realities of cross-cloud environments, including data egress costs and integration complexity.