Abstract Introduction: The integration of Artificial Intelligence (AI) and Large Language Models (LLMs) in behavioral nutrition is expanding rapidly to predict the behavioral data. Recent developments in LLM-assisted analytical tools have opened new possibilities for analyzing survey datasets and exploring behavioral patterns related to nutrition.