In the digital age, health platforms are increasingly turning to advanced technologies to enhance patient care. One of the most promising advancements is the use of natural language processing (NLP) models. These models are poised to revolutionise how we manage obesity, pre-obesity, diabetes, and pre-diabetes by changing behaviours and improving health outcomes.