Quantium Insights RAG Assistant
Standard Operating Procedure (SOP)
Using the Quantium Insights RAG Assistant
Version 1.0 | November 2025
Developed by: Quantium Insights LLC
Contact: www.quantiuminsights.com | dramobionovo@quantiuminsights.com
1. Overview
The Quantium Insights RAG Assistant is an interactive knowledge platform built for public health professionals, data scientists, and strategic information teams. It enables rapid access to critical insights drawn from three authoritative datasets and policy frameworks:
WHO Strategic Information (SI) Guidelines 2022
PEPFAR MER 2.8 (FY25)
Nigeria Demographic and Health Survey (NDHS 2023/24)
All responses are grounded in validated sources and directly reference official documentation, providing evidence-based guidance on health indicators, program reporting, and data quality. The assistant does not browse the web or generate unverified content.
2. Key Features
Designed for Public Health: Delivers precise, reference-supported answers from recognized global sources.
Real-Time Clarity: Instantly interprets definitions, disaggregations, and indicator guidance.
Trustworthy & Transparent: No AI “hallucinations”—every response cites peer-reviewed or official documents.
Effortless Access: No login needed; the platform is browser-based and ready to use.
3️. Getting Started
Open Chrome or Edge.
The home screen features:
A Welcome Panel explaining the assistant’s purpose
A Sidebar with question categories: NDHS, WHO SI, MER 2.8
A Chat Window for entering or selecting questions
4️. How to Use the Assistant
Review the welcome note for platform scope.
Click a suggested question or enter your own, such as:
“What is the MER definition of TX_NEW?”
“How does WHO recommend implementing unique patient identifiers?”
“What is Nigeria’s neonatal mortality rate per NDHS 2023/24?”
Hit Enter to receive a fully referenced answer.
Continue refining your query or drill into related topics for more depth.
5️. Sample Use Cases
For Program Managers & Public Health Experts
Lookup MER 2.8 indicator definitions and required disaggregations
Clarify data collection, reporting, and quality assurance approaches
Verify reporting timelines and cross-source triangulation
Support SI teams with accurate, real-time guidance
For WHO, SI, and Strategic Information Teams
Validate global indicator frameworks and reporting requirements
Identify relevant WHO SI recommendations for monitoring or evaluation
Align national tools and frameworks with best practices
For RMNCH Researchers, Analysts & Health Planners
Access NDHS 2023/24 metrics (CPR, MMR, NMR, child mortality, immunization, fertility)
Extract rapid, reliable data for proposals and strategic briefings
Support rapid reference for modeling and validation by WHO and national teams
6️. Tips for Best Results
🔹 Pose concise, focused questions for optimal clarity
🔹 Include target terms (“MER,” “NDHS,” or “WHO SI”) in your queries
🔹 Bookmark the platform for frequent use during reviews or workshops
🔹 Ideal as a reference for program assessments, dashboard development, or training prep
7️. Support & Contact
For feedback, partnerships, or integration requests:
