Biomarker technology is currently being developed to prevent age-related diseases. Biomarkers are used to predict biological age, indicative of a person’s state of health. Biomarkers are being integrated with AI and machine learning techniques, aiming to extend healthspan and prevent diseases developed at old age. Biomarkers are the primary metric