Scaling AI from promise to impact

A New Operating Model for the Intelligent Enterprise Artificial intelligence has entered a new phase of enterprise adoption. The first wave was defined by experimentation. Organizations explored models, tested copilots, launched pilots, and assessed emerging technologies. The second wave focused on deployment. Enterprises began rolling out AI capabilities across business functions, creating momentum and demonstrating value. A third phase is now emerging. It is no longer defin

The Hidden Operating Model Problem Behind Enterprise AI Failure Artificial intelligence has largely passed the proof-of-concept stage. Few executives today question whether AI can generate content, automate tasks, accelerate software development, improve customer interactions, or enhance employee productivity. The technology has demonstrated its potential across virtually every business function. Yet a paradox continues to define enterprise AI. Organizations everywhere can po

Why Most Organizations Are Mistaking AI Activity for Transformation Artificial intelligence has quickly become the defining executive priority of our era. Boardrooms discuss it. CEOs champion it. Business units experiment with it. Across industries, organizations are investing heavily in platforms, copilots, agents, and automation. Yet despite unprecedented levels of investment, a fundamental question remains unanswered: Why are so few organizations achieving enterprise-wide