Preemie Health - Federated Learning

Preemie System:
Every premature baby is different. We help you feed and treat each one as the individual they are.

We measure the content of the mother’s milk in real time, work out what each infant needs, and deliver a suggested personalised feeding plan for the day. We also harness federated learning to deliver a predictive model for common neonatal disorders and for the length of stay for each infant to every hospital in the collective.

Watch the Video Request a Demo

The Precision Gap in Preterm Nutrition

Premature birth is a global crisis, costing billions and impacting 15 million families annually. For these infants, nutritional support is a primary medical therapy, intended to prevent disease, enabling brain and lung development, and mimicking in-utero growth. While breast milk is the essential nutritional foundation for its immune-protective benefits, its highly variable composition is often inadequate for preterm infants’ needs. It must be fortified to meet international nutritional guidelines, such as the European Society of Pediatric Gastroenterology, Hepatology, and Nutrition (ESPGHAN) recommendations, and prevent life-threatening complications.

Why Current Fortification Methods Fail

Standard Fortification

Adds a fixed amount of fortifier, ignoring milk’s natural variability. This leads to under-nutrition (impairing growth) or over-nutrition (increasing metabolic risks).

Targeted Fortification

Requires complex daily milk analysis and manual calculations that are currently based only on weight and gestational age. It is too operationally burdensome and, critically, ignores the infant’s clinical status, such as the onset of NEC, BPD, or neonatal sepsis.

The result is that currently neonatologists are forced to make life-altering decisions with incomplete data. This precision gap creates preventable complications and unsustainable costs, highlighting the urgent need for intelligent tools to enable confident, data-driven nutritional strategies for preterm infants.

Beyond Nutrition – The Power of Preemie Collective

Preemie Collective is the intelligence layer that transforms the Preemie System from a nutritional tool into a continuously learning neonatal intelligence platform.

What it does:

Predicts complications – Early warning risk scores for bronchopulmonary dysplasia (BPD), necrotising enterocolitis (NEC) and growth faltering (GF), before they happen.
Connects NICUs across borders – Hospitals share encrypted insights, not patient data, using federated learning.
Continuously improves – The global model gets smarter with every NICU that joins. Every baby benefits from the collective intelligence of every NICU.
Enables virtual clinical trials – Pharma companies can test new treatments and formulations without ever touching a fragile newborn.
Supports multinational observational studies – Distributed analysis across participating NICUs enables large-scale, real-world evidence generation.
Creates virtual cohorts and strong virtual control arms – Historical and real-world data from across the network can be used to build robust comparator groups, reducing or eliminating the need for placebo arms in fragile neonatal populations.

No patient data ever leaves the hospital. What travels is the arithmetic the model learned from it.

A New Standard for Predictive, Personalized Care

The Preemie System closes this precision gap. It analyses the milk, calculates a suggested fortification, and gives the clinical team a risk score for the complications that matter.

We Provide:

Real-Time Milk Analysis
Accurate, affordable profiling of crude protein, total fat, total solids, Arachidonic acid (ARA), Docosahexaenoic acid (DHA), Linoleic acid (LA), α-Linolenic acid (ALA).
AI-Powered Personalisation
Dynamic fortification plans adapted to each infant’s full clinical profile and evolving risks.
Clinical Decision Support
Tools that support compliance with ESPGHAN or other nutritional guidelines, and empower clinicians to improve outcomes.
Collaborative Intelligence
A secure, federated learning platform that improves globally while protecting patient privacy locally.
Unprecedented RWE
A new source of real-world evidence for industry to optimize products, demonstrate efficacy, and accelerate innovation.

Follow Preemie Health on Social Media

@PreemieHealth

Bluesky

@PreemieHealth.bsky.social‬

Instagram

@PreemieHealth

Real-Time Milk Analysis

AI-Powered Personalisation

Clinical Decision Support

Collaborative Intelligence

Unprecedented RWE

LinkedIn

Bluesky

Instagram