Constructor Connect

Constructor Connect brings AI-powered search and product discovery to enterprise and fast-growing Shopify merchants. This app syncs your product catalog instantly and personalizes every search result for each shopper using reinforcement learning and behavioral clickstream data. The platform powers the complete shopping journey, from search and browse to agents and LLMs, helping you connect shoppers with the right products at the right time. Constructor continuously learns from shopper behavior to improve product discovery and deliver verified GMV and conversion lifts through its Proof Schedule.