JoyMurengi/Kenya-Re-Hackathon

# 🌍 ReInsureAI 🚀 **ReInsureAI** is an AI-powered platform transforming how reinsurers in Kenya work with fragmented risk data. We **collect, analyze, and visualize data** automatically — empowering reinsurers to make **faster, data-driven decisions** without manual bottlenecks. --- ## ✨ Executive Summary Reinsurers in Kenya struggle with **fragmented and siloed data** across KNBS, IRA, CBK, KCAA, Ministry of Transport, and more. This makes it hard to **quantify exposure, price risk accurately, and respond proactively**. 👉 Our solution leverages: - **AI-powered models** 🧠 - **Robotic Process Automation** 🤖 - **Interactive dashboards** 📊 - **Chatbot automation** 💬 … to **aggregate, analyze, and visualize** risk in real time. --- ## 📂 Data Sources 🔎 Data is continuously collected from: - Kenya National Bureau of Statistics (KNBS) - Insurance Regulatory Authority (IRA) - Central Bank of Kenya (CBK) - Kenya Civil Aviation Authority (KCAA) - Ministry of Transport - Open datasets ⚡ Automated via **Selenium web scraping**, so reinsurers don’t need to chase down data manually. --- ## 🧠 AI / ML Models We use a mix of advanced AI tools: - 🪄 **LangChain** → for orchestration & retrieval - 🔗 **TensorFlow** → regression & clustering models - 📚 **Faiss** → efficient similarity search - 💡 **Google Gemma 3B** → natural language understanding ✅ Models are trained to **score, segment, and predict risks** — enabling proactive reinsurance decisions. --- ## ☁️ Deployment - ☁️ **AWS S3 Buckets** → secure storage for data & artifacts - 🎛️ **Streamlit** → interactive, lightweight app hosting --- ## 📊 Visualization — County by County Dashboard Check out our visual Map Prototype. We built a **visual analytics dashboard** to make insights **intuitive and actionable**: - 🗺️ **County-level heatmaps** → instantly see risk distribution - 🎨 **Selectable legends** → filter by Transport, Aviation, Mortgage Default, Employer Liability, Surety & Bonds - 🖱️ **Hover tooltips** → quick …