Next-gen digital metabolic health platform using AI-driven facial scanning via phone camera for early detection, prevention, and management of diabetes, hypertension, and obesity. Personalized data-driven care plans supported by registered dietitians and clinicians, targeting self-funded employer groups and payors to improve outcomes and reduce healthcare costs.