Your Catalog Doesn’t Find The Product; It Decides Which One Survives

Amazon engineer Srijith Ravikumar explains that AI-powered product search relies on visual embeddings to find similar items but uses product data attributes to filter and decide which products are shown. As AI models like Google's Gemini handle more reasoning, the quality of product attribute data becomes increasingly crucial for accurate classification and retrieval.