Singapore

Social prescribing powered by continuous biomarkers

A collaboration with Singapore Land Authority, SingHealth, and GP clinics across East Singapore to connect lifestyle data, location-based health resources, and clinical care.

The challenge

Social prescribing—connecting patients to non-clinical community resources like parks, exercise classes, and social groups—has proven effective for managing chronic conditions. But traditional approaches rely on quarterly clinic visits and self-reported data.

Our partners in Singapore wanted continuous visibility into patient lifestyle patterns, location-based health resource discovery, and automated insights for healthcare workers to make timely interventions.

Two portals, one platform

Participant-facing mobile app and healthcare worker portal, unified by HealthGen

Participant Mobile App

Personal health companion with location-based resource discovery

Healthy Life Finder
Fitbit Activity
Sleep & Recovery
Food Log
  • Healthy Life Finder: OneMap API integration shows nearby parks, gyms, walking trails
  • Lifestyle logs: Food intake, Fitbit steps/HR, sleep patterns
  • Social prescriptions: Personalized activity recommendations

Healthcare Worker Portal

Panel management with LLM-powered patient summaries

AI-Generated Summary
  • LLM-powered summaries: Automated patient health narratives from multimodal data
  • Panel management: Risk stratification and priority alerts
  • Activity insights: Track prescription adherence and outcomes

Connected ecosystem

All data flows through the HealthGen unified biomarker plane

HealthGen
Unified Biomarker Plane
Fitbit
OneMap API
Sleep Data
Food Logs
Participant App
Personalized insights
HCW Portal
LLM summaries

Key capabilities

Location-based discovery

OneMap API integration helps participants discover nearby health resources—parks, exercise facilities, community centers—based on their location and health goals.

Continuous lifestyle tracking

Automatic ingestion from Fitbit wearables, sleep trackers, and manual food logs creates a comprehensive picture of daily health behaviors.

LLM-powered insights

Healthcare workers receive natural language summaries of patient health patterns, prescription adherence, and recommended interventions.

Ready to unify your digital biomarkers?

See how HealthGen can help you ship faster, scale further, and get to insights without rebuilding the stack.