Understanding How AI Transforms Healthcare: From Machine Learning to Generative Models

Over the past year, I’ve noticed that many of the challenges organizations encounter with AI are not technical in nature, but conceptual. As we enter a new year, that pattern is becoming harder to ignore. We often talk about “AI” as a single capability, when in practice it represents a set of layered technologies with very different strengths, risks, and operational implications.