# Ecommerce personalized search driven by AI and real-time shopper behavioral data Constructor's Ecommerce Search and Autosuggest improves critical ecommerce KPIs by helping shoppers quickly find the products they want — and the ones they never knew they needed. ## Optimize and personalize search results from the very first in-session click ### Improve the buying experience with products that are contextually attractive for every search query Constructor uses clickstream data together with transformers, LLMs, and the latest in AI technologies to instantly understand search intent and natural language queries and dynamically rank product search results to match individual user needs. This real-time personalization based on user profiles, behavior, and preferences enhances the shopping experience, thus increasing customer satisfaction, brand loyalty, and sales. ## Why Choose Us ### Say goodbye to outdated keyword-matching, clunky vector search engines, and frustrated customers #### Before Constructor: - Zero-result searches and contextually unattractive products cause shoppers to rage-quit your site. - Your team wastes hours on manual tasks like synonym and redirect setup, and boosting and slotting. - Limited visibility into why sets of products are returned or not returned makes it difficult to identify key insights and take action on them. - Limited filtering options and lack of faceted search makes it harder for shoppers to find what they want, quickly. - Your site struggles to handle high search volumes during peak traffic periods, which impacts scalability and results in slower, less accurate results. - Lost sales have a negative impact on your CLV metrics and brand trust. #### After Constructor: - Get hyper-personalized search results driven by advanced AI and real-time onsite shopper behavior. - Free up more time with automations so your teams can focus on high-value strategic tasks. - Enjoy AI-enhanced merchandising controls and advanced analytics on behavior, popular terms, and user intent. - Offer robust filtering options and faceted search capabilities that allows users to narrow down results based on various attributes, leading to quicker and easier product findability. - Handle large volumes of searches and provide fast, accurate results, even during holiday seasons and peak traffic times. - Optimize results based with on customer data to improve your most critical KPIs. ## Capabilities ### Deeper Insights Clickstream, Transformers, & LLMs ### Autosuggest ### Image Search ### Take the guesswork out of hitting your KPIs - 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. - Gain the confidence to make strategic decisions that boost your KPIs. - Run fast, data-driven experiments to improve product offerings and search functionalities​, increasing conversion rates and time to revenue. - Deploy changes across search queries with a few clicks. ### Start personalizing from the very first visit - Ensure results are contextually attractive for every website visitor with augmented clickstream data. - Return more personalized product results site-wide with transformers, which better understand queries thanks to natural language processing. - More accurately filter irrelevant results with LLMs, or “second-layer” models built to refine product rankings. - Improve the overall shopping experience with intuitive, personalized, and seamless search. ### Offer targeted product recommendations from the first keystroke - Instantly understand the intent of any search query with AI and Clickstream data. - Connect typos and long-tail queries to intended products with Constructor’s self-learning technology. - Automatically generate and update lists of typos, synonyms, and other search reformulations. - Capture shopper interest quicker with features like zero-state autocomplete as well as product images, prices, and inventory levels. ### Enhance your current text-based search experience - Eliminate the need for shoppers to describe products with words, increasing product findability within visual-first industries. - Bridge the gap between offline inspiration and online shopping to encourage faster purchase decisions. - Expand current product discovery capabilities by providing shoppers with more options to search. - Provide a more intuitive, seamless shopping experience that can drive measurable business outcomes and position you for long-term success in a visually-driven market. ## Features ### Get a competitive edge with ecommerce search solutions designed specifically for the enterprise - Content Search - Voice Search - Image Search - Advanced NLP Features - Multilingual Support - Full Merchant Controls - Advanced Reporting - Best-in-Breed Customer Success - 99.99% Uptime - Turnkey Integrations - API-First & Headless - Secure & Compliant ## Frequently Asked Questions - **What is ecommerce personalized search?** Constructor's personalized search solution uses the latest in AI technologies paired with full, verified clickstream data to understand shopper intent and tailor results to each person. - **How does the integration process work?** Constructor pairs each customer with a dedicated team and begins with a low-risk, data-driven Proof Schedule. Most retailers integrate in weeks, not months. - **What types of merchants or product catalogs is this designed for?** Constructor is built specifically for enterprise ecommerce. This includes retailers, brands, and distributors with large or complex catalogs across a variety of verticals. - **How does Constructor differ from traditional site-search engines?** Traditional search engines return only relevant search results because they rely heavily on keyword matching, which often fails when shoppers use vague terms, unconventional phrasing, or misspellings. Constructor uses advanced machine learning and real shopper behavior to understand intent and optimize for ecommerce outcomes. - **Does Constructor Search support merchandising and business controls?** Yes. While AI handles the heavy lifting, merchandisers can override, boost, pin, or shape results when needed. - **Can Search improve performance across different regions or languages?** Absolutely. Constructor supports international catalogs, localized behavior, and language-specific nuances. - **How does Constructor Search help shoppers with ambiguous or broad queries?** Constructor interprets context and intent behind every query. Instead of forcing shoppers to guess the “right” keyword, Search surfaces the most helpful results based on past user behavior and collective clickstream data. - **Is Search compatible with my existing ecommerce platform or headless architecture?** Yes, Constructor integrates with multiple ecommerce platforms to sync your product catalog and deliver personalized experiences that scale.