In an era where AI systems are becoming integral to our daily lives, understanding and trusting these technologies is paramount. The concept of AI nutrition labels, inspired by food labeling, offers a promising approach to demystify AI algorithms for non-technical users. Just as consumers rely on clear ingredient lists to make informed food choices, AI nutrition labels could empower users to assess the systems they interact with, fostering greater trust and acceptance.