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  • Native Commerce Core™
    • 2025-forrester-wave-hero-image-800w@2x

      Constructor is a Leader in The Forrester Wave™: Commerce Search And Product Discovery Solutions, Q3 2025

      Download the report to read Forrester’s in-depth evaluation of the 9 most significant commerce search and product discovery solution providers.

        • Search & Autosuggest

          Hyper-personalized ecommerce search driven by AI and real-time shopper behavior.

        • Browse

          Personalize your ecommerce category pages for maximum conversions.

        • Recommendations

          Drive upsells and increase RPV with hyper-personalized product recommendations.

        • Collections

          Dynamic, personalized ecommerce collection pages that learn from every search, click, and purchase.

        • AI Shopping Agent

          Help your online customers discover great products faster.

        • AI Product Insights Agent

          Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).

        • Merchant Controls & Intelligence

          Get the ecommerce merchandising controls and insights you need to make high-impact changes that drive revenue.

        • Attribute Enrichment

          Automatically enrich product attributes and categories to give shoppers the best possible experience.

        • Retail Media

          Constructor Sponsored Listings complement (instead of compete with) your organic results.

        • Cross-Channel & Offsite Discovery

          Create and launch personalized, data-driven marketing campaigns across digital channels.

        • B2B Use-Cases

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

  • Customers
    • resources-hub-cover-562x562@2x-2

      Beyond the Wave: GenAI, Guided Selling, & the Future of Search

      Join Constructor's leadership and guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion that unpacks the trends transforming search and guided selling.

        • Upcoming Events

          Visit us in person at ecommerce industry events.

        • Reports & Guides

          New research, guidance, and insights for the future of retail.

        • Webinars

          Educational webinars, conversations with Constructor partners, and more.

        • Blog

          The latest ideas and news from the frontier of commerce search and discovery.

        • Split/Test Digest

          The most interesting learnings from A/B testing at Constructor.

        • News

          Read Constructor's latest news coverage and press announcements.

        • Documentation

          Learn about the components of Constructor's advanced, AI-powered product discovery suite.

        • About Us

          With AI in our DNA and by keeping ecommerce as our core focus, we’ve built the best product search and discovery solution specifically for the unique needs of retailers.

        • Partners

          Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms.

        • Careers

          Constructor is building the next generation of search solutions.

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Book a Demo
  • Native Commerce Core™
    • 2025-forrester-wave-hero-image-800w@2x

      Constructor is a Leader in The Forrester Wave™: Commerce Search And Product Discovery Solutions, Q3 2025

      Download the report to read Forrester’s in-depth evaluation of the 9 most significant commerce search and product discovery solution providers.

        • Search & Autosuggest

          Hyper-personalized ecommerce search driven by AI and real-time shopper behavior.

        • Browse

          Personalize your ecommerce category pages for maximum conversions.

        • Recommendations

          Drive upsells and increase RPV with hyper-personalized product recommendations.

        • Collections

          Dynamic, personalized ecommerce collection pages that learn from every search, click, and purchase.

        • AI Shopping Agent

          Help your online customers discover great products faster.

        • AI Product Insights Agent

          Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).

        • Merchant Controls & Intelligence

          Get the ecommerce merchandising controls and insights you need to make high-impact changes that drive revenue.

        • Attribute Enrichment

          Automatically enrich product attributes and categories to give shoppers the best possible experience.

        • Retail Media

          Constructor Sponsored Listings complement (instead of compete with) your organic results.

        • Cross-Channel & Offsite Discovery

          Create and launch personalized, data-driven marketing campaigns across digital channels.

        • B2B Use-Cases

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

  • Customers
    • resources-hub-cover-562x562@2x-2

      Beyond the Wave: GenAI, Guided Selling, & the Future of Search

      Join Constructor's leadership and guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion that unpacks the trends transforming search and guided selling.

        • Upcoming Events

          Visit us in person at ecommerce industry events.

        • Reports & Guides

          New research, guidance, and insights for the future of retail.

        • Webinars

          Educational webinars, conversations with Constructor partners, and more.

        • Blog

          The latest ideas and news from the frontier of commerce search and discovery.

        • Split/Test Digest

          The most interesting learnings from A/B testing at Constructor.

        • News

          Read Constructor's latest news coverage and press announcements.

        • Documentation

          Learn about the components of Constructor's advanced, AI-powered product discovery suite.

        • About Us

          With AI in our DNA and by keeping ecommerce as our core focus, we’ve built the best product search and discovery solution specifically for the unique needs of retailers.

        • Partners

          Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms.

        • Careers

          Constructor is building the next generation of search solutions.

Login
Book a Demo

B2C

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.

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Book a Demo

How We Help

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.

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Capabilities

Optimized Search@2x

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
Book a Demo

Next-Generation Personalization@2x (1)

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
Book a Demo

Always-On Shopping Assistance@2x (1)

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, 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), 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
Book a Demo

Merchandising Copilot@2x

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
Book a Demo

Tailored Landing Pages@2x

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
Book a Demo
Customer Stories
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Petco Black Logo

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
Read the Full Story
belk-logo

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
Read the Full Story
monica-vinader-black

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
Read the Full Story
Petco Black Logo

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
Read the Full Story
belk-logo

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
Read the Full Story
monica-vinader-black

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
Read the Full Story
Petco Black Logo

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
Read the Full Story
belk-logo

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
Read the Full Story
monica-vinader-black

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
Read the Full Story
Petco Black Logo

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
Read the Full Story
belk-logo

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
Read the Full Story
monica-vinader-black

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
Read the Full Story
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.
Learn More
Browse
Provide personalized, optimized shopping experiences for every customer on every category page.
Learn More
Recommendations
Complement the shopping experience with the right recommendations for each customer at exactly the right time.
Learn More
Collections
Automatically organize products into themed, AI-powered, personalized landing pages to create a shopping experience that sparks joy — and ROI.
Learn More
AI Shopping Agent
Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization.
Learn More
AI Product Insights Agent
Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).
Learn More
Quizzes
Drive more revenue and build stronger relationships based on information your customers want you to know.
Learn More
Merchant Controls & Intelligence
Manage your entire discovery experience in one platform, then level up with actionable insights and predictive analytics.
Learn More
Attribute Enrichment
Kick manual work aside and enrich the product and category attributes your customers need to find the products they love.
Learn More
B2B Solutions
Tackle complex products, large catalogs, and dynamic pricing at the speed of B2B enterprise — all while maximizing your profit margin.
Learn More
Retail Media
Show the optimal mix of sponsored listings that drive revenue without harming your brand.
Learn More
Cross-Channel and Offsite Discovery
Provide a connected omnichannel discovery experience across both digital and physical touchpoints.
Learn More

Recommended Content

Research Report
Beyond Relevance: The Data-Backed Case for Attractiveness as the New Standard for Ecommerce Search Performance

While search usage levels differ across retail verticals, the underlying trend remains the same — shoppers who engage with search consistently drive a disproportionate share of revenue. See what drives search success in Department & General Merchandise with this comprehensive analysis of ecommerce search behavior.

Read More
EBook
The Ultimate Guide to Searchandising with Constructor

Learn everything there is to know about searchandising with Constructor, which involves partnering with our AI-native tech to convert data into actionable decisions that satisfy customers.

Read More
Blog Post
The Ultimate Guide to Ecommerce Personalization

Ecommerce personalization is more than just a buzzword. It’s a critical business strategy. At its core, it's about transforming disconnected customer touchpoints into one fluid conversation that spans the entire shopping journey.

Read More

Uncover lost revenue opportunities with a complimentary Search Experience Audit.

According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

Request an Audit
  • Analyze your search results quality
  • Identify "no results" pages
  • Pinpoint irrelevant results for long-form queries
  • Uncover UX opportunities for Search, Autocomplete, and PLPs

According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

Request an Audit
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