gitonga-muchiri/mulika-ai-mvp

AI-driven ecosystem for verifying government projects using satellite imagery and document intelligence. # 🌍 Mulika AI: The Digital Auditor **"Trust, but Verify."** Mulika AI is an autonomous oversight system designed to bridge the gap between government budget allocation and physical infrastructure reality in Kenya. ## 🚀 Features (MVP) * **Engine A (Document Intelligence):** Extracts project location and budget from Tender PDFs. * **Engine B (Satellite Verification):** Fetches real-time Sentinel-2 satellite imagery of project sites. * **Engine C (Red Flag Logic):** Uses Computer Vision to compare "Before" and "After" images. * *Result:* Automatically detects if ground disturbance (construction) matches the reported budget. * **Interface:** Fully functional **WhatsApp Chatbot** for citizen access. ## 🛠️ Technology Stack * **Backend:** Python (Flask) * **Satellite Data:** Sentinel Hub API (Copernicus Data) * **Computer Vision:** OpenCV & NumPy * **Frontend:** Twilio API (WhatsApp) ## 📸 Usage 1. User sends `Audit [Project Name]` to the bot. 2. System analyzes the location. 3. System returns a **RED FLAG** or **GREEN FLAG** verdict based on ground truth.