// Product · Preview · Pilot Programme Open · Clinical AI
Neural Unified Reasoning Intelligence
Every minute spent staring at a screen is a minute taken away from the human connection of healing. NURI is a localized, domain-specific medical LLM built to breathe life back into clinical workflows — taking care of the paperwork, so your team can pour their energy into pure patient care.
// OVERVIEW
Malaysian care environments — from acute hospital wards to private residential aged care facilities — face severe, structural staffing shortages. The medical professionals and caregivers we have spend a disproportionate share of their shifts on manual data entry, compliance logs, and administrative tracking. This is administrative friction that advanced AI can permanently offload.
NURI serves as an intelligent digital twin for the entire frontline team. By operating as a vibrant clinical nexus, it unifies workflows across doctors, nurses, and administrative staff. Powered by a specialized small LLM trained strictly on medical domain data, NURI handles real-time documentation, automated handovers, and predictive trend analysis, returning clinicians to where they belong: focusing on health and recovery.
Designed for the Malaysian Care Landscape. NURI is natively built around local documentation standards, MOH protocols, and specific clinical escalation workflows. Whether deployed in a multi-disciplinary medical center or a premium senior living facility, it adapts seamlessly without generic, Western software retrofitting.
// IMPACT_TARGETS
// CORE_CAPABILITIES
Allows doctors, nurses, and caregivers to dictate clinical updates hands-free. NURI automatically extracts data points, structured summaries, and records for immediate validation.
Continuous ingestion of telemetry, bedside monitor feeds, or recurring caregiver logs. Identifies anomalies and trends with automated risk evaluation per patient.
Automated clinical deterioration scoring (NEWS2) and customized incident flags. Alerts scale systematically across designated duty officers and coordinators.
Structured, cross-department handover summaries compiled in real time. Keeps doctors, incoming shifts, and administrators perfectly aligned on care statuses and outstanding items.
Intelligent routine scheduling, round optimizations, medication administration tracking, and missed-task alerts customized to specific care setting layouts.
Centralized command view: comprehensive facility occupancy, acuity distribution, active care tasks, and staff allocations updated dynamically.
// SYSTEM_ARCHITECTURE
NURI utilizes a secure, sovereign edge architecture that interfaces cleanly with existing medical systems and facility hardware without structural overhead.
// HOW_IT_WORKS
NURI continuously synthesizes contextual data from verbal dictation, clinical logs, and direct device metrics via HL7/FHIR streams on the facility edge node.
Each patient or resident's specialized digital twin is maintained securely in real time — tracking active care plans, physiological trends, and medical commands.
The local neural network runs automated domain evaluations against current statuses, triggering precise, tiered escalations to appropriate personnel as developments occur.
Task guidelines, urgent alerts, and scheduling updates appear on authorized team tablets. Frontline operators retain complete control over approving or dismissing AI nudges.
NURI instantly assembles detailed documentation, clinical progress logs, and handover briefs. Clinicians review and confirm, reducing administrative time down to minutes.
// PILOT_PROGRAMME
NURI is currently moving into its structured 90-day pilot deployment phase. We are opening applications for selective healthcare systems, private clinics, and residential care networks across Malaysia.
// TECHNICAL_SPECIFICATIONS
// COMMERCIAL_MODEL
Post-pilot options are structured around flexible unit, tier, or full-ecosystem licensing frameworks scaled to your organization's specific operating layout.
| Deployment Tier | Operational Scope | Indicative Structure |
|---|---|---|
| Ward / Unit License | Single ward, specialty clinic, or residential care unit (up to 40 beds) | From RM 3,800 / month |
| Facility / Department | Up to 5 connected care blocks, coordinated control view | From RM 14,500 / month |
| Enterprise Hospital / Network | Unlimited deployment areas, integrated enterprise reporting, comprehensive analytics | From RM 38,000 / month |
| MOH / State Framework | Multi-facility institutional governance, nationwide distributed network | By custom proposal |
Early Pilot participants are eligible for a 30% to 80% discount, determined by project scope, onboarding timeline, and trial period duration
// CO-DESIGN THE FUTURE OF CARE
Private healthcare groups, residential aged care operators, and clinical networks — let's connect. NURI is structured, secure, and ready to demonstrate clear operational ROI from day one.
Applications close end of June 2026. Strictly limited to 2 active pilot cohorts.
// ALSO_SEE