The AI industry is booming with startups focusing on uncovering riches via text summarization, chatbots, information retrieval, and content generation. But these areas are not where the real treasure is buried. AI’s untapped potential lies in customized explanations. It is not about exploiting what we already know but about exploring and understanding the vast territories of what we don’t fully grasp.