abdulsalamhassan/Samato-AI

SAMATO AI is a drought monitoring and humanitarian decision-support prototype focused on Somalia. The platform combines district-level risk scoring, rainfall context, water-source routing, aid-planning guidance, and community alert generation. # SAMATO AI ## Drought Monitoring & Humanitarian Decision-Support Platform for Somalia SAMATO AI is an applied AI and data-driven decision-support prototype focused on drought response in Somalia. The platform combines district-level drought risk analysis, rainfall context, population data, water-source routing, logistics guidance, aid-planning recommendations, and community alert generation in a single operator workflow. The system deliberately uses a **hybrid architecture**: deterministic decision logic handles core operational calculations, while AI providers can enhance selected text-generation workflows. This keeps essential drought-response functionality available even when an external model is unavailable. --- ## Problem Drought-response teams need to answer practical questions quickly: - Which districts are at highest risk? - Where should limited aid be prioritized? - What rainfall and population context explains the current situation? - Which water sources are most relevant for a location? - What operational actions should teams consider? - How can communities receive clear alert messages? SAMATO AI brings these signals together into a decision-support workspace rather than treating them as disconnected datasets. --- ## Core Capabilities - District-level drought risk scoring and ranking - Rainfall-context analysis - Population-aware prioritization - Satellite-derived priority inputs - Water-source navigation and routing support - Aid-planning guidance - Logistics estimates - Recommended response actions - Community alert generation - Crisis-map and ranking dashboard - Optional OpenAI / Anthropic enhancement for selected outputs - Deterministic fallback behavior for core workflows --- ## Architecture ```text Baseline Regional Data Rainfall Observations Population Data Satellite-Derived Inputs │ ▼ FastAPI Backend │ ├── Risk Analysis ├── District Ranking ├── Water Navigation ├── Aid Planning ├── Logistics Guidance ├── Rainfall Refresh └── Alert …