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[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


Clinical-Grade Nutrition AI Infrastructure


Turning health data into safe, personalized food decisions.
The Intelligence Layer Connecting Healthcare to Daily Food Decisions.

NUSEUM provides clinical-grade nutrition AI infrastructure for healthcare, food delivery, commerce, insurance, and digital health platforms. Every day, billions of food decisions are made without health intelligence.

Generic AI cannot safely handle:
• Drug-food interactions
• Clinical nutrition guidance
• Disease-specific dietary logic
• Evidence-based personalization

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 Inc. | Headquarters (13453) #301, Building B, 40, Geumto-ro 80beon-gil, Sujeong-gu, Seongnam-si, Gyeonggi-do, Republic of Korea | Seoul Branch (07326) 43F, Three IFC, 10, Gukjegeumyung-ro, Yeongdeungpo-gu, Seoul, Republic of Korea | R&D Center (08812) #205, 6, Hoam-ro 24-gil, Gwanak-gu, Seoul, Republic of Korea | nuseum@nuseum-lab.com