Constructor is the AI-driven product search and discovery platform that scales, learns, and adapts to how shoppers actually buy. Its central reasoning engine uses reinforcement learning to improve with every shopper interaction — delivering the right product to the right person in the right context at the right time. By learning directly from real shopper behavior on your ecommerce site, Constructor continuously drives stronger performance across the metrics that matter most to your business. Purpose-built for ecommerce, Constructor generates consistent $10M+ lifts for leading brands such as Sephora, AMI Paris, Chalhoub Group, Petco and home24. Learn more at constructor.com.