AI for Life · Sovereign Health Intelligence

The national health intelligence system for Malaysia.

A sovereign decision-support platform for Kementerian Kesihatan Malaysia, providers and payers - fusing every primary-care encounter into one living picture of the nation's health, powered by the Zoyel AI-LMM and a State-Space sequence model.

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34.1M
Population in view
16
States & territories
3
Intelligence consoles
Zoyel AI · listening
The platform · digital applications

One terminal at the clinic. Three intelligence consoles above it.

Every MyZoyel encounter - symptoms, vitals, point-of-care labs, diagnoses and prescriptions - flows upward into decision-support built for the people who steer the system.

The intelligence engine

A language model that reasons, a state-space model that remembers.

The Zoyel AI-LMM interprets each encounter in clinical language. The State-Space model carries every patient and population forward through time - turning today's symptoms into tomorrow's trajectory. A validation layer cross-checks every signal against authoritative Malaysian databases before it reaches a decision-maker.

Decision support, not a diagnosis. Autonomous prescribing is never allowed - a clinician co-signs every clinical decision.

LAYER 01
Zoyel AI-LMM
Large medical model - symptoms, investigations & Rx in clinical language.
LAYER 02
State-Space Model
Longitudinal trajectory for every patient and every district.
LAYER 03
Validation
Cross-checks against DOSM, NHMS, HMIS & MyHDW before surfacing.
OUTPUT
Co-signed insight
Ranked, explainable, clinician-accountable decision support.
Sovereign by design

Malaysian data, on Malaysian terms.

MyZoyel is built for data residency and national control. The model runs where the data lives, the architecture works offline at the clinic edge, and the intelligence layer never exposes patient identifiers. Health data stays inside Malaysia, governed by Malaysian institutions.

In-country residency Offline edge-first De-identified analytics MyHDW-aligned
A sister to the physical platform

MyZoyel delivers the digital intelligence layer. The physical care platform - the ZoyeMed integrated terminal, point-of-care devices and the ZoyeRest chair - is built by our sister company.

Visit zoyel.com →
Who it's for

Built for the people who run the system.

Ministry & KKM
A real-time national picture - surveillance, forecasting and equity to direct resources where they matter.
Doctors & providers
In-encounter decision support and network benchmarking that lifts every clinic toward the best-performing one.
Payers & HMOs
Containment, care-gap closure and rising-risk interception across fragmented public and takaful financing.
Malaysia & Southeast Asia

Let's build the nation's health intelligence together.

Request a briefing for the Ministry, your provider network or your scheme.

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