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EdTech / Consumer AppEngineering Partner

FlourishU

Meal Plans Built From Real Dining Hall Menus

FlourishU case study - Meal Plans Built From Real Dining Hall Menus | EdTech / Consumer App MVP Development

FlourishU builds meal plans for college students out of their own campus dining menus. AI extracts and enriches the menu data; the plans themselves come from a deterministic engine, so the same inputs always produce the same plan.

  • Node/Express backend with multi-tenant campus resolution and Supabase-backed auth
  • Dining-hall scrapers on a BullMQ queue, plus an AI enrichment pipeline for allergens and macros with a hard spend cap
  • Deterministic meal-plan engine — no LLM in the planning path, so plans stay reproducible and explainable
  • Flutter app for students and a React admin panel for operations
  • Test suite across unit, integration, API and e2e, plus data-quality audit tooling
Node.jsExpressMongoDBSupabaseFlutterReact

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