# Help more shoppers find the right products for them Modern shoppers expect Amazon-level speed, social-grade inspiration, and boutique-level personalization, regardless of whether they’re shopping online or in-store. Constructor’s AI‑native product search and discovery suite turns that expectation into conversions. ## Make every visit personal ### Win the moments that matter Better understand and surface what’s attractive to each unique shopper every step of the way. Thanks to product discovery solutions powered by your own data and Constructor’s ecommerce AI, you can capture intent more effectively at the beginning of the shopper journey, avoid dead ends in the middle, and leverage smarter merchandising to bring consumers across the finish line. See how creating a consumer-first shopping experience can help you drive revenue, AOV, and margin — without needing a forest of fragile rules. ### Connect shoppers to best-fit products, quicker - Encourage brand loyalty by quickly surfacing products that consumers actually want - Connect typos and long-tail queries to intended products with Constructor’s self-learning technology - Capture shopper interest quicker with features like zero-state autocomplete, product images, prices, and inventory levels - Get complete transparency into the search algorithm and opportunities for optimization in the merchandising dashboard, such as popular search terms, no results pages, and trending search terms ### Personalize every journey — from first click to checkout - Rank products based on 1:1 customer intent, not just keyword relevance, thanks to solutions powered by reinforcement learning on top of verified clickstream data - Provide spot-on product results for conversational and long‑tail queries (i.e., “show me gifts for middle schoolers who loves STEM,” “short sleeve black midi dress”), thanks to Constructor’s advanced AI reasoning - Align off- and onsite product recommendations to deliver consistent cross-channel experiences, making marketing campaigns more targeted ### Provide end-to-end product discovery assistance with agentic AI - Help consumers find the perfect products from the get-go with Constructor’s [AI Shopping Agent](https://constructor.com/solutions/ai-shopping-agent), an agentic AI solution that jumpstarts early-stage discovery with targeted Q&A - Dissolve last-minute doubts and improve conversions with the [AI Product Insights Agent (PIA)](https://constructor.com/solutions/product-insights-agent), which delivers instant answers to final product questions directly on your Product Detail Pages (PDPs) - Enhance your customers' ownership experience by answering post-purchase questions like “what’s the best detergent to use with this fabric?” and providing technical troubleshooting tips, thanks to PIA ### Unite the science of AI with the art of merchandising to deliver high-performing, on-brand experiences - Treat Constructor’s merchandising suite of tools as an intelligent, KPI-driving copilot, leaving you to spend your limited time shaping brand, storytelling, and strategy - Hardset rules that steer creativity and identity while allowing the AI to handle KPI ranking at scale across large catalogs - Receive transparent, easy-to-understand insights so you can tweak your search and product discovery experience for better performance ### Create personalized landing pages that convert (season-round) with the click of a button - Easily boost personalization efforts by automatically creating 1:1 landing pages at scale, thanks to AI-generated Collections - Capture quickly evolving trends with no human intervention, thanks to reinforcement-learning-based algorithms that instantly return the right products at the right time in the right context - Offer seamless product discovery experiences across all screen sizes by optimizing for mobile shoppers with a fully responsive design ## Customer Stories ## How Petco drove a 13% lift in ecommerce conversions with Constructor '"The thing we liked about Constructor was that not only was it real AI, specifically made for our industry, but that their AI is incredibly transparent. None of it is black box – so we don't have to guess what it's doing or why – and when we have questions, the Constructor team is always happy to talk us through it. We evaluated every vendor on the market, and Constructor was just different. The system is easy to use, the team is motivated and delightful to work with, and most importantly, it paid for itself plus the cost of switching in less than a year after we implemented it." **Tony Gabriele** _VP Digital Strategy, Petco_ ## Belk Unlocks Next-Level Ecommerce Conversion and AI Innovation with Constructor "“Hey, did you see Belk has a shopping assistant?” has become a word-of-mouth driver that’s elevating the brand’s reputation as an innovator. In addition to the revenue increases, it’s generating curiosity and creating new reasons for shoppers to visit their site." **Richard Spencer** _CIO, Belk_ ## Monica Vinader Lifts Revenue with Geo-Personalized Ranking Powered by Constructor "We're very data-focused as a business — we don’t just take a partner’s word for it. Everything has to be proven and measured. Constructor not only brings the tech but also challenges us with new ideas, helps us analyze the results, and even tells us when something isn’t a win. That honesty builds real trust." **Mark Dougall** _General Manager of Business Systems, Monica Vinader_ ## Our Suite ## A fully integrated suite of ecommerce search and product discovery solutions ### Search Generate customer-first, AI-powered ecommerce search results that increase critical revenue metrics. ### Browse Provide personalized, optimized shopping experiences for every customer on every category page. ### AI Shopping Agent Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization. ### AI Product Insights Agent Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs). ### Merchant Intelligence Agent Merchant Intelligence Agent enables teams to get direct, contextual answers to questions about dashboard results, as well as suggestions to improve performance. ### Recommendations Complement the shopping experience with the right recommendations for each customer at exactly the right time. ### Collections Automatically organize products into themed, AI-powered, personalized landing pages to create a shopping experience that sparks joy — and ROI. ### Quizzes Drive more revenue and build stronger relationships based on information your customers want you to know. ### Attribute Enrichment Kick manual work aside and enrich the product and category attributes your customers need to find the products they love. ### B2B Solutions Tackle complex products, large catalogs, and dynamic pricing at the speed of B2B enterprise — all while maximizing your profit margin. ### Retail Media Show the optimal mix of sponsored listings that drive revenue without harming your brand. ### Cross-Channel and Offsite Discovery Provide a connected omnichannel discovery experience across both digital and physical touchpoints.