Artificial intelligence has seen a significant increase in interest, capturing the attention of researchers, product teams, and end users with its potential for transformation. Despite its recent popularity, AI is most successful in addressing problems that have specific characteristics. This article provides guidance to help organizations identify the appropriate problems to tackle with AI, find solutions when the situation doesn’t align perfectly with AI’s strengths, and select projects that can deliver the greatest benefits for business or society as a whole.