gabrielmahia/manunuzi-ai

📋 Kenya government procurement transparency AI — PPO contracts, supplier analysis, and corruption risk signals # 📋 Manunuzi AI > Kenya Government Procurement Transparency Kenya spends KES 600B+ annually on government contracts. The Public Procurement and Asset Disposal Act requires transparency, but procurement data remains inaccessible to ordinary citizens. Manunuzi AI makes PPO contract data searchable, summarizes supplier patterns, and flags anomalies that correlate with procurement corruption. ## The Problem Kenya spends KES 600B+ annually on government contracts. The Public Procurement and Asset Disposal Act requires transparency, but procurement data remains inaccessible to ordinary citizens. Manunuzi AI makes PPO contract data searchable, summarizes supplier patterns, and flags anomalies that correlate with procurement corruption. ## East Africa Context Built for the East African and Swahili-language context — the APIs, regulations, and institutional data this tool connects to are region-specific. ## Features (Roadmap) - 🔍 PPO contract search by county and ministry - 📊 Supplier analysis and concentration risk - 🚨 Anomaly detection (single-bid tenders, award patterns) - 💰 Value-for-money comparison across similar contracts - 📋 Swahili summaries of contract award notices ## Research Basis Open Contracting Data Standard (OCDS), Kenya PPO public dataset, World Bank procurement analytics ## Status 🚧 **In active development** — scaffolding complete, core features in progress. Star ⭐ this repo to follow progress. --- *Part of the gabrielmahia.ai East Africa Civic Tech Portfolio | 25+ deployed tools*