Consumer Hardware Development for At-Home Body Composition Analysis
Enabled a new category of consumer-grade body composition analysis by delivering a compact, at-home device that approximates advanced scanning capabilities traditionally limited to clinical environments.
Situation
The client identified a gap between highly accurate clinical body composition technologies and low-fidelity consumer devices. Existing solutions were either clinically accurate but inaccessible or consumer-friendly but lacking precision. The client required a device that could bridge this gap while remaining safe, manufacturable, and scalable for consumer use.
Solution
Engineered a compact hardware platform designed for rapid, at-home body composition scanning. Key elements included miniaturized sensing architectures, embedded real-time processing, manufacturable hardware design, and regulatory-aligned safety considerations. The result was a fast, step-on scanning experience aligned with consumer expectations for simplicity and speed.
OUTCOMES
Challenges
Accuracy
- •Clinical tools inaccessible
- •Consumer devices inaccurate
Hardware
- •Large scanning systems
- •Complex sensing architectures
Compliance
- •Consumer safety constraints
- •Regulatory deployment constraints
Solutions
Sensor Miniaturization Architecture
Miniaturization of traditionally large-scale scanning concepts into a consumer-friendly form factor.
- Translated clinical-scale scanning concepts into compact consumer hardware
- Reduced footprint while preserving measurement fidelity
- Optimized enclosure and sensing geometry for home use
Proprietary Measurement Modeling
Development of proprietary sensing and estimation techniques to approximate high-fidelity measurements.
- Designed estimation models to approximate clinical-grade outputs
- Combined multiple sensor inputs for improved accuracy
- Tuned algorithms for repeatable consumer measurements
Embedded Real-Time Processing
Integration of embedded systems for real-time data acquisition and processing.
- Implemented onboard acquisition pipelines for sensor signals
- Enabled immediate processing during step-on scans
- Reduced latency between capture and results delivery
Manufacturable Hardware Design
Design for manufacturability and cost optimization to support mass-market adoption.
- Optimized component selection for scalable production
- Simplified assembly for repeatable manufacturing workflows
Regulatory Safety Alignment
Navigation of applicable regulatory and safety considerations for consumer deployment.
- Evaluated safety constraints for consumer deployment
- Designed within applicable compliance frameworks
- Prepared the platform for regulated health-adjacent markets