Most organizations have 3 AI realities in their operations. The first one is the AI reality they officially approve, the second is the AI reality employees are already running themselves, and the third is the AI approach they might eventually need to adopt if they want both control and innovation. Compliant AI, Shadow AI, and Bring Your Own AI They are three stages in the natural evolution of AI adoption inside an organization. First, companies attempt to standardize AI throu

Last November, we launched our book Scale versus Soul . During the event, my good friend Peter Hoogland Hoogland was participating in a panel discussion and made an analogy that really inspired me. He described three ‘modes’ of how people use AI and the more I thought about it, the more I realized how it captures the gap between where most of us are and where the real transformation happens. Most people use AI as a Tool 🔨 This is where most of us are today. You u

Remember where you were when ChatGPT launched in November 2022 ? Within 5 days it had 1 million users. Within two months, it had 100 million users. The technology wasn't born overnight, large language models had been brewing in labs for years, but something clicked. The interface was right, the timing was right. And suddenly, everyone understood. For the past three years, AI has been building the BRAIN : language, reasoning, vision, decision-making. Now, that brain is g

The question isn’t whether AI will change work. It already is. The real question, the one that keeps CEOs up at night, policymakers scrambling, and workers anxious, is how much and how fast . After dozens of conversations with executives, policymakers, and technologists, I’ve identified five distinct schools of thought on where AI takes us. Each has credible advocates, compelling logic, and very different implications for how you should prepare. Let me walk you through them.