Our Powerful Pipeline
Image Upload
Users upload an image through our intuitive interface with drag-and-drop, file browsing, or direct camera access for mobile devices with a preview- retry feature.
AI Analysis
Google's Gemini 2.5 - Flash model analyzes the image to generate a detailed description of the product, identifying key features, colors, and patterns.
Vector Embedding
Our custom CLIP model from Hugging Face converts the image into a 512-dimensional vector embedding that captures visual similarity.
Database Search
Using Supabase with pgvector extension, we perform a lightning-fast similarity search across our database of 40,000+ products to find the closest matches.
Results Delivery
The top 5 matching products are displayed with images, prices, and direct purchase links, all optimized for faster loading speeds with our background preloading system.
