Dinero: Multimodal Vector Search & Agentic RAG for Smart Shopping
Dinero: AI-Powered Smart Shopping Assistant
Today, online and in-store shopping platforms excel at helping you find products, but they completely fail at checking if you can actually afford them leading to consumer overspending, bad supplier matches for businesses, and early-stage entrepreneurship hurdles.
This video demonstrates Dinero (ShopGPT), an intelligent shopping companion engineered to solve this crisis by fusing high-accuracy semantic product search with active, real-time budget awareness.
The platform is structured into core user-facing and enterprise layers optimized for different market constraints. On the consumer side, "Dinero Vision" provides a mobile-accessible retail camera interface. Users specify their exact shopping budget and snap photos of items on supermarket shelves. In less than 2.8 seconds, a hybrid embedding pipeline (combining 60% Google SigLIP visual embeddings and 40% Tesseract multi-language OCR) queries over 8,500 indexed Tunisian supermarket products across 5 chains via Qdrant Cloud. The agentic reasoning system (powered by an ultra-fast Groq Llama 3.3 70B cascade) runs multi-step feedback loops to verify budget compliance, output clear overspend alerts, and recommend more affordable regional alternatives or bulk quantities to guarantee an average of 12% cost savings.
Transitioning to B2B operations, "Dinero Prime" scales this architecture into a premium supplier decision engine for corporations. Businesses input their parameters to receive personalized supplier recommendations computed through historical search vectors. By storing queries as 768-dimensional coordinates, Qdrant executes rapid cosine-similarity matches with built-in filtration to suggest providers with similar semantic alignment. Additionally, the application integrates "Dinero Orbit" for dropshippers, enabling instant cross-marketplace product discovery, inventory importing from major global retailers, and direct pricing margin evaluations to make every commercial venture fully data-driven.
#VectorSearch #Qdrant #SigLIP #AgenticAI #FastAPI #ReactJS #ComputerVision #SmartShopping #FinTech #ai