@Hamerenoh

A symptom-checker tool that helps people decide whether to manage something at home or see a doctor. You pick symptoms from a checklist (respiratory and skin), and it gives a guidance level — Low, Moderate, or High — with advice, using a red-flag override for urgent symptoms like difficulty breathing.

An interactive flood risk map for Ethiopian regions. Click any point on the map and it fetches real elevation and rainfall forecast data, then calculates a flood risk level (Low/Moderate/High) using a transparent, explainable formula — combining low elevation with high rain probability.

An AI climate assistant that turns real-time weather data into practical farming advice for Ethiopian farmers. Farmers can ask natural questions like "should I plant this week?" and get answers grounded in actual local weather conditions, not generic tips.

Real-time payment verification for merchants, catching fake mobile money screenshots before they cost you money.