This article discusses the potential of AI tools to help people plan healthier diets and the need for nutrition experts to inform these technological solutions. Academics in Canada used natural language processing (NLP) and machine learning to accurately categorise food products by their specific nutritional criteria. It is important to note that for those with food allergies, the consequences of an error can be life threatening.