AI BEDSIDE FALL PREVENTION
Prevent the fall
before it happens.
Camera-free mmWave sensing and Edge AI identify bed-exit risk and alert care teams before a high-risk patient leaves the bed.

Camera-free • Edge AI processing • Real-world deployment
THE CHALLENGE
A fall can happen
in seconds.
High-risk patients can attempt to leave the bed quickly, often between routine checks. Falls can lead to serious injury, longer hospital stays and higher care costs. Early detection and timely response make a real difference.
Source: Hong Kong Hospital Authority report, 2023/24.
HOW IT WORKS
From motion to action.
Our system combines mmWave sensing, 3D motion understanding and Edge AI to detect bed-exit risk and alert care teams in real time.

Sense
mmWave sensing captures three-dimensional movement around the bed without using a camera.
Understand
Edge AI interprets movement and distinguishes ordinary activity from a bed-exit risk.
Alert
The nursing dashboard identifies the affected bed so the care team can respond.
CARE WORKFLOW
A simpler, safer workflow.
- 01Movement detected
- 02Dashboard alert
- 03Acknowledge
- 04Bedside response
- 05Reset

WHY mmWAVE + EDGE AI
Privacy without
compromising awareness.
A practical alternative to cameras, pressure mats and simple heat-map approaches.
Camera-free sensing
No patient imagery is captured.
Real-time Edge AI
Movement is interpreted locally for rapid response.
3D motion understanding
Understands movement in space, not just pressure on a bed.
BUILT FOR REAL CARE ENVIRONMENTS
Proven in real-world use.
Our system has been tested and deployed in real hospital environments, with extensive validation data.
*Figures relate to the Bedside Fall Prevention programme.
DEPLOYMENT
Designed around
your care environment.
We work with healthcare organisations to fit the system into existing beds, workflows and operational requirements.
Bed adaptation
Fits different bed types and layouts.
Calibration
Optimised for the real environment.
Dashboard integration
Connects alerts with care-team operations.
Algorithm refinement
Improves detection with validated real-world data.
Local support
Training and ongoing technical support.
Custom deployment
Tailored implementation planning around each site.
A SAFER TOMORROW STARTS TODAY
See innovation in action.
Tell us about your care environment and we’ll show you how Gulu Innovation can support your needs.