The conversation on artificial intelligence and machine learning is still largely driven by hype. But concrete business benefits exist for narrow AI solutions, and it is time to separate hype from reality. This leadership brief identifies the characteristics of successful AI use cases, provides examples across multiple industries and business departments, and provides recommendations on distinguishing AI solutions that can deliver value.