Most companies don’t have an AI problem. They have a clarity problem. AI is everywhere right now—embedded into tools, layered into workflows, and increasingly expected to drive efficiency across the business. And in the right environment, it absolutely can. It can reduce time, increase output, and remove friction from well-defined work. But like most things in business, its effectiveness depends on the system it’s applied to. In my experience, organizations rarely struggle because they lack…
