The companies that win with AI may not look like companies at all

For the past two years, the dominant corporate conversation around artificial intelligence has been painfully predictable. Executives talk about productivity, copilots, efficiency gains, and cost savings. Boards demand AI road maps. Consultants package urgency into slides. Entire organizations scramble to prove that they are “doing something with AI.” But beneath all that noise lies a much bigger shift, one that many companies still seem determined not to see: AI is not simply a tool for making organizations more efficient. It is a technology that changes the minimum viable size of an organization. And once that happens, many of the assumptions that defined the modern company begin to look far less stable than they used to.  I’ve argued before that AI won’t replace strategy — it will expose it, and that focusing on cost-cutting during the AI revolution is a strategic mistake. Both ideas point in the same direction: Companies that treat AI as a layer of operational optimization are