AI's Reality Check: From Hype to Rigorous Cost Management

The tech industry is shifting from euphoric AI adoption to pragmatic cost management. Major companies like Microsoft, Uber, and Starbucks are discovering that implementing generative AI at scale requires rigorous governance and cost optimization—or risks becoming a financial drain. This marks a critical maturation phase where AI's real business value depends on tangible ROI rather than technological evangelism.