Personalised Nutrition. Collaborative Intelligence.
Absolute Privacy.
Early warning risk scores
Predict BPD, NEC, sepsis, and growth faltering before symptoms appear.
The Preemie System
The Preemie System combines three integrated components:
Preemie Sensor
A portable benchtop milk analyzer that measures the macronutrient composition of human milk in under 60 seconds. UKCA-certified and commercially available.
NutriNTrack
Secure software that calculates personalised fortification plans based on milk composition, infant clinical data, and ESPGHAN guidelines. UKCA-certified and commercially available.
Preemie Collective
A federated learning platform under development. It enables NICUs to collaboratively train AI models for predicting neonatal complications without sharing patient data. Not yet commercially available.
Preemie Collective is built on a federated learning architecture.
- Each hospital installs our software within its secure IT environment.
- The software analyses local, de-identified patient data from the EMR to train AI models locally.
- Instead of sharing raw patient data, each hospital’s system sends only encrypted mathematical updates (model weights) to the central server.
- The central server aggregates encrypted updates from all participating hospitals using proprietary aggregation techniques to retrain the global AI model.
- The platform also uses specialized algorithms to handle heterogeneous and non-IID data, ensuring the global model remains robust and accurate across different patient populations, EMR systems, and clinical practices.
- The improved global model is more accurate and robust than any model trained on a single hospital’s data.
- The updated model is sent back to every participating NICU, creating a self-reinforcing learning loop.
- The platform gets smarter with each site that joins.
What Preemie Collective Enables
Privacy by Design
Patient data never leaves the hospital.
Only encrypted insights travel.
Designed to comply with GDPR, HIPAA, and emerging AI regulations.
Regulators can audit the system to verify that no patient-level data leaves participating hospitals and that model updates are derived solely from encrypted weights.
Give your team the tools they need to make confident, personalized nutritional decisions. Reduce variation in care, improve outcomes, and join a community of leading institutions shaping the future of neonatal medicine.
Access unprecedented, aggregated insights into preterm nutrition and growth. Our platform enables large-scale observational studies and provides valuable real-world evidence, all without compromising patient privacy.
Below is a list of publications and research related to human milk analysis and fortification carried out by Preemie’s advisors. They cover key topics such as analysis and fortification of human milk, oligosaccharides, breastfeeding and the use of donor milk, pathologies such as Necrotizing Enterocolitis (NEC), the processing of human milk to ensure quality and safety.