Case Study · In Progress

The first case study
is being earned now.

VitalSync is working with UCSI Hospital and Institut Jantung Negara toward pilot deployment: edge AI, fully on-premise, built for the realities of Malaysian ICUs. This page follows that work. Results will be published here once the pilot completes and our partners sign off.

The Challenge

Malaysia's ICUs face
a compounding problem.

Alarm fatigue is a global crisis — but in Malaysia, three local factors make it acutely worse.

45×

Alarm Overload

Malaysian ICUs generate up to 45 alarms per patient per hour — with 80–99% classified as non-actionable. Nurses experience up to 700 alarms per shift, creating severe cognitive overload.

1:5–8

Nurse-to-Patient Ratios

Staff shortages across public and private Malaysian hospitals mean one nurse frequently covers 5–8 patients. This leaves little capacity to investigate every alarm — dangerous when real events are buried in the noise.

0%

Cloud Reliability

Many Malaysian hospital facilities operate with intermittent internet connectivity, especially in secondary cities. Cloud-dependent AI solutions simply cannot be trusted in this environment.

The Deployment

Edge-first.
No cloud required.

VitalSync Edge Architecture

A single mini-PC. No cloud. Full AI capability.

VitalSync is deployed on a single, hardened edge computing device that sits physically within the hospital network. Patient data never leaves the building. The system operates fully offline and processes all AI inference locally.

Deployment Model
Single edge device · No cloud dependency · On-premise
Setup Time
Target: under 1 day installation · 2 to 4 weeks integration
Device Connectivity
IEEE 11073 SDC · HL7 v2 · Local hospital network only
Data Sovereignty
All data stays within hospital premises · AES-256 at rest
Network Resilience
Operates with zero internet — fully offline-first design
Partner Hospitals
UCSI Hospital, Port Dickson · Institut Jantung Negara, KL
Pilot Results

Reported when
the pilot reports.

Status · Validation underway

No numbers on this page until they are real.

The pilot measures alarm burden per patient per shift, deterioration warning lead time, alert precision and sensitivity, and nursing time returned to direct care. Each figure will appear here with its methodology once validation completes and our hospital partners sign off on publication.

Full clinical validation study in progress. Endpoints benchmarked against peer-reviewed alarm management literature.

Clinical Guidance

Guided from the
ward floor.

VitalSync's clinical direction is shaped by practising clinicians. Their perspectives will appear here in their own words; we do not publish quotes we have not been given.

Dr. Deepali
Dr. Deepali
Clinical Advisor · VitalSync
Dr. Suneta
Dr. Suneta
Clinical Advisor · VitalSync
Hospital Partners

Working with
Malaysia's leading institutions.

UCSI Hospital
UCSI Hospital
Port Dickson, Negeri Sembilan
Institut Jantung Negara
Institut Jantung Negara
Kuala Lumpur · National Heart Institute
Get In Touch

Request a deployment briefing.

We'll walk your clinical and biomedical engineering teams through the architecture, timeline, and what a deployment at your hospital would require.