Operational:
Enabled continuous and seamless data flow from device to user-facing applications
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NDA project
A HIPAA-compliant mobile ecosystem connecting a medical wearable device with cloud-based ML to deliver real-time patient insights and recommendations
Healthcare & Wellbeing
NDA
Native Mob Apps (iOS & Android) + Embedded Device
Turnkey Product Development
The client had developed a medical wearable device capable of capturing continuous health data but lacked a complete digital ecosystem to interpret, process, and deliver this data to end users.
Without mobile applications and intelligent processing, the device generated raw data with limited practical value for patients.
Operational Pain: No user-facing interface to interpret and act on health data
Technical Limitation: Reliable Bluetooth communication between device and mobile apps
Business Risk: Raw data without insights limited product adoption and user retention
Compliance Constraint: Strict HIPAA requirements for data handling and storage
We designed an end-to-end connected health architecture linking the wearable device, native mobile applications, and a secure cloud environment.
Health data is captured by the device and transmitted via Bluetooth to mobile apps, then securely routed to a private cloud infrastructure on Amazon Web Services.
Within the cloud, data is structured, processed through ML models, and transformed into actionable health insights. These insights are then delivered back to the mobile applications in real time, ensuring a continuous feedback loop between device, system, and user.
2x
iOS Developers
1x
QA
Engineer
1x
Embedded Developer
1x
Project Manager
1x
Android Developer
2x
iOS Developers
1x
QA
Engineer
1x
Embedded Developer
1x
Project Manager
1x
Android Developer
Native iOS application
Secure backend infrastructure
Native Android application
ML-based health recommendation pipeline
Embedded device integration layer
HIPAA-compliant cloud architecture
Full breakdown is available under NDA
Discovery & Planning: 3–4 weeks
Architecture & Design: 4–6 weeks
Development: 4–6 months
Total Timeline: ~6–8 months
Discovery Phase: $25K–$40K
Design & Architecture: $40K–$70K
Development: $180K–$320K
Total Investment: $300K–$450K
Share a few details — we'll map scope, timeline, and cost
Enabled continuous and seamless data flow from device to user-facing applications
Established a stable, secure, and scalable device-to-cloud architecture
Transformed a hardware product into a full digital health solution, increasing product value and usability