# constructor.io > AI-optimized mirror of constructor.io containing 50 pages totalling 50,421 words of clean markdown content, structured data, and semantic HTML. Original source: https://constructor.io/. Last updated: 2026-05-17T19:56:28.725Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [The ~~search engine~~ reasoning engine powering commerce discovery](/site-root.html): The only site search and product discovery built for ecommerce KPIs. Delivering superior experiences with AI, NLP, data and personalization. (1,572 words) ## Articles & Blog Posts - [From Pink to Berry: How Millions of Lipstick Queries Exposed the Limits of Keyword Search](/split-test-digest/how-millions-of-lipstick-queries-exposed-the-limits-of-keyword-search.html): Discover what 40M searches reveal about lipstick shopping trends, including how AI-driven product discovery powered by reinforcement learning turns data into higher conversions. (1,578 words) - [How home24 lifted search conversion and revenue with Constructor](/customers/home24-constructor/index.html): How home living ecommerce company home24 drove double-digit growth in search conversion rates after implementing Constructor search. (1,347 words) - [How Grove Collaborative Upleveled Their Product Discovery Experience with Constructor](/customers/grove-collaborative-constructor/index.html): Discover how Grove Collaborative upleveled their product discovery experience after implementing Constructor solutions. (2,279 words) - [Optimizing Search Result Page Experiences: 4 Strategies to A/B Test](/split-test-digest/ab-testing-strategies-to-optimize-search-result-page-experiences.html): Discover four common search strategies that make great candidates for A/B testing your search result page experiences here. (769 words) - [How Return Customers Can Drive Order Spikes in Ecommerce](/split-test-digest/how-return-customers-can-drive-order-spikes-in-ecommerce.html): We analyzed order data from one of our jewelry clients to see how “gift moments” and sales events show up in real ecommerce behavior. (1,375 words) - [Black Friday 2025: What We Learned About Shopper Behavior and Product Discovery](/split-test-digest/black-friday-2025-what-we-learned-about-shopper-behavior-and-product-discovery.html): Discover the most interesting trends we noticed across geographies, traffic sources, query types, and more during Black Friday 2025. (1,030 words) - [What 10 Million Jeans Purchases Reveal About Personalization](/split-test-digest/what-millions-of-jeans-purchases-reveal-about-personalization.html): Discover what 10 million jeans purchases reveal about personalization, including how AI-driven product discovery turns data into higher conversions. (831 words) - [Geo-Personalized Ranking: Unlocking Regional Conversion Gains](/split-test-digest/unlocking-regional-conversion-gains-with-geo-personalized-ranking.html): Monica Vinader and Constructor tested whether region-specific ranking models could unlock more revenue without hurting performance in their core market, the UK. Discover the A/B testing results here. (602 words) - [Belk Unlocks Next-Level Ecommerce Conversion and AI Innovation with Constructor](/customers/belk-constructor/index.html): Learn how Belk unlocks next-level Ecommerce conversion and AI innovation with Constructor. (1,799 words) - [The Ultimate Guide to Real-Time Ecommerce Personalization](/blog/ecommerce-personalization/index.html): Discover what “real-time” actually means, the architecture required to support it, where it helps (and where it can backfire), and how leading personalization solutions compare. (4,049 words) - [privacy-policy/index.html](/privacy-policy/index.html) (1 words) - [terms-of-service-agreement/index.html](/terms-of-service-agreement/index.html) (1 words) - [partners/index.html](/partners/index.html) (1 words) - [blog/index.html](/blog/index.html) (1 words) - [wall-of-love/index.html](/wall-of-love/index.html) (1 words) - [preparing-retail-for-agentic-ai/index.html](/preparing-retail-for-agentic-ai/index.html) (1 words) - [customers/index.html](/customers/index.html) (1 words) - [solutions/department-and-general-merchandise-ecommerce-search-and-product-discovery.html](/solutions/department-and-general-merchandise-ecommerce-search-and-product-discovery.html) (1 words) - [solutions/merchant-intelligence-agent/index.html](/solutions/merchant-intelligence-agent/index.html) (1 words) - [solutions/retail-media/index.html](/solutions/retail-media/index.html) (1 words) - [solutions/ai-shopping-agent/index.html](/solutions/ai-shopping-agent/index.html) (1 words) - [Validate your business case using your own customers’ behavioral data](/our-proof-schedule/index.html): Validate Your Business Case with Constructor’s Proof Schedule® - a free, speedy, non-intrusive and fully supported process. (721 words) - [Visit us in person at ecommerce industry events](/resources/events/index.html): Visit the Constructor team in person at ecommerce industry events. (220 words) - [solutions/ai-shopping-assistant/index.html](/solutions/ai-shopping-assistant/index.html) (1 words) - [Dynamic, personalized ecommerce collection pages that learn from every search, click, and purchase](/solutions/collections/index.html): Constructor’s purpose-built ecommerce AI optimizes your collection pages by aligning shopper preferences with your most important metrics. (2,290 words) - [Create personalized category pages for maximum ecommerce conversions](/solutions/browse/index.html): Learn how you can curate ecommerce category pages to help customers find products more easily and increase conversion rates. (2,315 words) - [Security & Compliance](/security-and-compliance/index.html): Learn how Constructor protects your data with robust security and compliance practices. (507 words) - [Drive shopper engagement, personalization, and revenue with interactive quizzes](/solutions/quizzes/index.html): Learn how tailored AI, high-value user data, & behavioral insights, product recommendation quizzes let you personalize & optimize the shopping experience. (1,468 words) - [Constructor in the News](/resources/news/index.html): Read Constructor's latest news coverage and press announcements. (355 words) - [Target Australia grows search revenue by A$13M with Constructor](/customers/target-australia-constructor/index.html): Learn how Target Australia and Constructor partnered together to lift conversions and revenue and improve the onsite shopping experience. (1,124 words) - [Help more shoppers find the right products for them](/solutions/b2c-ecommerce-search-and-product-discovery/index.html): See how to offer 1:1 personalization that reduces merchandiser workloads with AI-native product discovery solutions for B2C ecommerce. (2,028 words) - [AI Product Insights Agent](/solutions/product-insights-agent/index.html): Constructor’s AI Product Insights Agent delivers instant, trustworthy answers to shoppers' final product questions directly on your Product Detail Pages. (1,905 words) - [Tailor discovery experiences to every season, trend, and shopper](/solutions/fashion-and-apparel-ecommerce-search-and-product-discovery.html): Ensure fashion-savvy customers find what they want, when they want. See how to make data-backed decisions to always surface attractive products. (945 words) - [Ecommerce personalized search driven by AI and real-time shopper behavioral data](/solutions/search/index.html): Learn how our Ecommerce Search & Autosuggest improves critical ecommerce KPIs by helping shoppers quickly find the products they want. (2,806 words) - [Cross-Channel & Offsite Discovery](/solutions/cross-channel-and-offsite-discovery/index.html): Create and launch personalized, data-driven marketing campaigns across digital channels with Constructor’s new Cross-Channel & Offsite Discovery solutions. (1,095 words) - [Petco drives +13% in ecommerce conversions with Constructor](/customers/petco-constructor/index.html): Learn how Petco and Constructor partnered together to lift conversions by 13%, improve merchandising outcomes, and reduce manual work. (1,067 words) - [New research, guidance, and insights for the future of retail](/webinars/index.html): Discover new research, guidance, and insights for the future of retail from Constructor. (432 words) - [B2B ECOMMERCE SOLUTIONS](/solutions/b2b-ecommerce-software/index.html): Learn how our B2B Ecommerce proprietary technology uses advanced machine learning models that learn in real time from every B2B buyer interaction. (1,455 words) - [Unlock higher conversion with AI Agents that understand your shoppers](/agentic-commerce/index.html): See how Constructor’s onsite agents use real behavior signals to deliver personal guidance that keeps shoppers engaged and drives ecommerce revenue. (935 words) - [Make researching and buying furniture feel effortless](/solutions/furniture-and-home-goods-ecommerce-search-and-product-discovery.html): Empower Furniture & Home Goods shoppers to confidently complete purchases across digital and in-store channels with personalized, omnichannel product discovery. (1,166 words) - [New research, guidance, and insights for the future of retail](/resources/index.html): Discover new research, guidance, and insights for the future of retail from Constructor. (492 words) - [Build the Future of Product Search and Discovery With Us](/about/careers/index.html): Build your career at Constructor. Constructor powers the world's largest ecommerce websites and is used by millions of people every day. (1,439 words) - [Built from the Ground Up with AI for Ecommerce](/about/index.html): Constructor, founded by Eli Finkelshteyn and Dan McCormick, builds AI- and science-driven search and product discovery solutions for ecommerce companies. (1,294 words) - [ECOMMERCE MERCHANT CONTROLS & INTELLIGENCE SUITE](/solutions/ecommerce-merchant-intelligence/index.html): Learn how our ecommerce merchandising tools give you what you need to test, iterate, and optimize at speed. (809 words) - [Split/Test Digest](/split-test-digest/index.html): A content library of interesting learnings from A/B Testing at Constructor (467 words) - [Drive upsells and increase RPV with hyper-personalized product recommendations](/solutions/recommendations/index.html): Drive conversions with an AI-powered product recommendations engine that uses real shopper behavior and reinforcement learning to suggest the right product at the right time. (2,385 words) - [Automatically enrich product attributes and categories to give shoppers the best possible experience](/solutions/product-data-enrichment/index.html): Learn how our ecommerce product data enrichment services help automate manual tasks, create entirely new attributes, and improve conversions. (1,639 words) - [A connected system of intelligent discovery channels](/product/index.html): Boost business results with Constructor's cutting-edge Commerce Reasoning Engine powering our search and discovery. Enhance user experience, increase conversions. (553 words) - [Help every shopper fill their basket — faster, smarter, and more profitably](/solutions/grocery-ecommerce-search-and-product-discovery/index.html): Discover how to dynamically adapt product rankings to time-sensitive trends, inventory, and critical grocery KPIs like AOV, LTV, and margin. (1,266 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/content/robots.txt): Crawler directives