InnovX

Aahaara360 Vision explores a more trustworthy way to review meals against personalized dietary plans. People may eat meals that differ from what their dietitian prescribed, but manually tracking ingredients and comparing them with a plan can be difficult. Aahaara360 Vision lets a user submit a meal image, review AI-proposed food candidates, correct or confirm food identities against canonical food records, and compare the confirmed foods with a prescribed chart meal. The key design principle is grounding: nutrition values come from selected canonical food records rather than being invented by the vision model. The system distinguishes matched foods, unplanned foods, and unresolved items. It is designed to support dietitians—not replace them—with human-reviewed, non-binding suggestions. This prototype extends an existing diet-planning application with a dedicated meal-review workflow. The live Meta model integration is still under validation, so the current demonstration may use a local candidate fixture rather than a successful live inference.