Not all AI is the same. Machine learning tells you what’s likely to happen. Gen AI helps you think through possibilities. Only optimization tells you what to do, and proves no better decision exists. Many organizations are using the first two. Few are using all three. And the gap shows up where it hurts most: in operational decisions too complex for human judgment alone, left to tools that were never designed to make them. To be sure you’re using the right tool for the job, you need to understand three core AI technologies: machine learning, generative AI, and mathematical optimization. This executive guide explains: Why prediction alone doesn’t lead to better decisions How optimization delivers the best possible, proven course of action Where machine learning, generative AI, and optimization each create value, and how they can work better together View this guide to help you navigate the AI landscape and apply the right technology to your most critical decisions.
