Making AI an asset, not an expense

As AI moves from pilot to production, paying per token consumption can make costs unpredictable. Enterprises should evaluate the economic break-even point between owned capacity and consumption-based procurement workload by workload, invest in controlled capacity when sustained demand reaches sufficient utilization, and use operations management to keep capacity highly productive, turning AI from an expense into an asset.