Meet NUSEUM
We Made the Cut!
NUSEUM Booth #G17

magazine.hankyung.com

[2025 SNU Campus Town Startup CEO] ‘NUSEUM,’ an Evolved Precision Nutrition (Food-as-Medicine) AI Engine

[2025 SNU Campus Town Startup CEO] ‘NUSEUM,’ an Evolved Precision Nutrition (Food-as-Medicine) AI Engine, 이진호 기자, 스타트업 ceo

Food-as-Medicine AI
for Platforms & People
Most platforms personalize based on what you click or buy. NUSEUM personalizes based on your health.
You Feed It Your Health. It Feeds You Back Smarter Choices.
  • Upload your meals or menus — get instant health insights
  • Understand what’s good for your body — not the average user
  • Build a grocery list tailored to your health goals
  • Get food delivery suggestions that actually fit you
  • Plan your weekly meals with an AI that knows your needs and goals
What Is NUSEUM?
NUSEUM is a precision nutrition AI that turns health data into real-time food guidance.
Designed for integration into delivery, grocery, diagnostics, and insurance platforms.
Reliable Global Research Base
NUSEUM AI is a specialized small language model trained based on medical guidelines, clinical reviews, and scientific literature from globally renowned institutions.
  • World Health Organization, Harvard Health, Cleveland Clinic, Mayo Clinic, etc.
  • NEJM, Lancet, Nature, Science, Cell, etc.
Start Simple, Evolve Sophisticatedly
NUSEUM provides in-depth personalization while reducing the burden of data input.
  • Initially: Age, gender, health goals, medications, family history, etc.
  • Optionally expandable: Health checkup results, genetic analysis, microbiome data, etc.
Developing a FHIR-compatible infrastructure aligned with CMS standards — designed for future integration with real health systems
Food & Delivery
Apps
Personalized menu recommendations aligned with individual health profiles
Grocery & Commerce
Platforms
Tailored ingredient and product suggestions based on health goals
Diagnostic
Companies
Transform test results into actionable dietary guidance
Insurance
Provider
Support prevention-focused models with risk-based meal and lifestyle recommendations
The Invisible Struggles
Meet Soojin, a 49-year-old working mom navigating perimenopause. She’s dealing with weight gain, hot flashes, stress, and new medications. She wants to eat better — for her hormones, her heart, her bones — but she’s overwhelmed by conflicting information.
Complex
Health Needs
Limited
Information
Constant
Uncertainty
Platforms Can’t Go Solo
Delivery and grocery platforms are flooded with users like Soojin — looking for meals that fit their health, meds, and hormones. But building a precision nutrition engine is no small feat:
Specialized Expertise
clinical nutrition + AI needed
$10M+ Infrastructure
costly to build in-house
Years of Development
delays market entry
Plug into Precision
NUSEUM Precision Nutrition AI integrates with food delivery, online grocery shopping, diagnostics, or insurance platforms to provide real-time, context-aware dietary guidance
Capture
Collect structured data from surveys, health checkup results, etc.
Process
Analyze with proprietary AI engine
Recommend
Provide personalized foods, supplements, and recipes
Adapt
Continuously improve through feedback and results
Built for Precision
Designed to Scale
An end-to-end system to deliver actionable dietary intelligence
Core Architecture
Service Layer
Multi-Channel Delivery of Personalized Recommendations
  • Dynamic food, grocery, supplement, and recipe recommendations
  • Configurable white-label modules for:
  • Grocery & delivery apps
  • Diagnostics and lab platforms
  • Wellness brands and health insurers
  • Easy API plug-in for real-time personalization across user touchpoints
AI Core Engine
Evidence-Based Interpretation and Real-Time Analysis
  • 170,000+ food items linked to scientifically validated health effects
  • Smart filtering for allergens, interactions, chronic conditions, and goals
  • Drug–food interaction knowledge at the compound level
  • LangChain-powered GPT engine with Retrieval-Augmented Generation (RAG)
  • Ultra-personalization engine capable of 6×10²³ unique user profiles
Input Layer
Structured Health Data Ingestion
  • Designed for progressive data entry: starts simple, scales deep
Users Tried It
and Loved It
NUSEUM AI (DOCENT) shows clear user demand and strong engagement.
82%
found foods they wanted to try
70%
would use in delivery apps
67%
willing to pay extra
60%
would order more often
"I didn’t expect much at first, but the more I asked, the more detailed and intelligent the responses became"
“The menu variety was impressive—it even recommended ingredients and grocery shopping. I wanted to try it myself.”
“I’d always been curious about natto. Learning it’s healthy and pairs well with olive oil made me want to try it.”
Source: Health-personalized delivery and grocery AI usage survey
Real Momentum
Real Results
10+
Corporate partners under active negotiation
1000+
Over 1,000 AI nutrition consultations
54%+
Newsletter open rate over 54%
Aligned with the UN SDGs
NUSEUM actively contributes to global health and sustainability goals
SDG2
Zero
Hunger
Improve nutritional imbalances for vulnerable groups
SDG3
Health &
Wellbeing
Reduce the risk of chronic diseases and healthcare costs
SDG5
Gender
Equality
Reduce the burden of care with AI-based tools
SDG12
Responsible
Consumption
Reduce food waste by selecting the right ingredients
SDG13
Climate
Action
Promote low-carbon, plant-based diets
Designed to Plug In
Ready to Grow
NUSEUM enables B2B partners to deliver next-generation food-as-healthcare services
  • Rapid Proof of Concept (PoC): Fast and efficient deployment and testing
  • API Provided: Seamless Back-end Integration
  • Flexible Business Models: Subscription-based SaaS, Usage-based Billing, Customized Enterprise, or Revenue Sharing
Deliver a 'health-focused experience' to your customers without redesigning your platform
NUSEUM Letter
NUSEUM | (08812) #306, Hoam-ro 24-gil, 6, Gwanak-gu, Seoul, Republic of Korea | nuseum@nuseum-lab.com