Connected medical wearable platform hero

NDA project

Connected Medical Wearable Platform

A HIPAA-compliant mobile ecosystem connecting a medical wearable device with cloud-based ML to deliver real-time patient insights and recommendations

Industry

Healthcare & Wellbeing

Client

NDA

Platform

Native Mob Apps (iOS & Android) + Embedded Device

Partnership model

Turnkey Product Development

Client Context

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.

Challenge

  • 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

Connected medical wearable platform demo

Solution

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.

Team

  • 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

What We Delivered

  • Native iOS application

  • Secure backend infrastructure

  • Native Android application

  • ML-based health recommendation pipeline

  • Embedded device integration layer

  • HIPAA-compliant cloud architecture

Timeline & Cost

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

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Impact & Results

Operational:

Enabled continuous and seamless data flow from device to user-facing applications

Technical:

Established a stable, secure, and scalable device-to-cloud architecture

Business:

Transformed a hardware product into a full digital health solution, increasing product value and usability

Technology Stack

  • AWS
  • Kotlin
  • Bluetooth
  • SWIFT
  • Node.js
  • and more...

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