Sibuko Semphilo · Health Insights

Real-time health data,
anywhere you lead.

Sibuko Semphilo is a secure mobile executive dashboard providing Ministry leadership with instant access to key health program indicators — from any location, at any time.

250+
Health Facilities
4
Regions Covered
Real-time
Data Sync
Sibuko Semphilo Login Screen

Data-driven decisions for
Eswatini's health leadership

Sibuko Semphilo — meaning "health monitoring" — is a secure mobile executive dashboard developed by the Ministry of Health, powered by Data.FI. It bridges the gap between complex health information systems and the executives who need to act on that data — from any location, at any time.

Overview Dashboard

Live KPIs including ART, viral load suppression, coverage, and program statistics.

Analytics Engine

Trend analysis, regional comparisons, and program-level breakdowns by age and sex.

Umntjoli AI

Ask complex data questions in plain English and receive instant, referenced answers.

Secure Access

JWT authentication, AES-256 encryption, auto-logout, and full audit logging.

Up and running in four steps

Getting started with Sibuko Semphilo is straightforward. Follow the guide below to download, register, and begin exploring your health data.

Sibuko Semphilo User Guide
01

Download the App

Search for "Sibuko Semphilo" on the Google Play Store or Apple App Store and install the application on your device.

02

Create an Account or Sign In

Register with your official Ministry of Health email address, or sign in with your existing credentials. All access requires an official email.

03

Explore the Insights Engine

Navigate to the Overview or Analytics dashboards to monitor KPIs, review program statistics, and explore charts by region, age, or sex.

04

Query with Umntjoli AI

Type any question about your health data in plain English. Umntjoli AI will retrieve the answer and reference the underlying reports.

How data flows through the system

Sibuko Semphilo uses a layered cloud architecture, transforming raw CMIS records into actionable executive insights in real time.

CMIS — Source of Truth

The Client Management Information System operates across 250+ health facilities. Data is extracted from line-list sources via an ETL pipeline.

Azure Staging Database

A SQL Server staging database (EswatiniHealth_Staging) with denormalized fact tables, refreshed daily and exposed via aggregation views.

ASP.NET Core API + AI Model

A secure RESTful API handles JWT authentication and serves aggregated data. A companion AI model powers Umntjoli natural language queries.

Executive Dashboard App

The Angular PWA (built with Capacitor for Android and iOS) presents live KPIs, charts, and AI responses to Ministry leadership.

System Architecture Diagram

Built on a proven, secure stack

Every component is chosen for performance, security, and long-term maintainability — aligned with Eswatini Ministry of Health digital health standards.

Frontend

Angular PWA + Capacitor

Cross-platform progressive web application compiled for native Android and iOS via Capacitor.

Angular Capacitor PWA
Backend API

ASP.NET Core Web API

RESTful API layer managing all endpoints, business logic, and JWT-based authentication.

ASP.NET Core JWT REST
Database

SQL Server on Azure

Denormalized fact-table staging database with optimised aggregation views for real-time reporting.

SQL Server Azure Cloud ETL
AI / Intelligence

Umntjoli AI Model

Natural language query engine enabling executives to ask plain-English questions against live health data.

NLP AI Model Superset
Security

AES-256 + TLS 1.2+

End-to-end encryption for data in transit and at rest, with certificate pinning and full audit logging.

AES-256 HTTPS/TLS Keychain
Data Source

CMIS

Integrates with the Client Management Information System across 250+ facilities

CMIS Superset EMR
Built for Eswatini

Empowering health leadership
with intelligence.

Sibuko Semphilo is developed by the Ministry of Health with support from ESCCOMM and DataFi, making real-time health data available to those who need it most — the people driving Eswatini's health outcomes.

Developed in Partnership With