Blueprint benchmarked Yelp as the primary global reference, studied how it operates across different countries, and designed for the specific Rwandan context. The full platform was designed in eight weeks across four interconnected layers: consumer discovery, AI-powered filters, reviews and ratings, and a business presence and management layer.