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  • Native Commerce Core™
    • IDC-marketscape-q4-2024-resources-hub-cover-562x562@2x

      Constructor is a leader in the IDC marketscape

      Constructor is a Leader in the IDC MarketScape on Worldwide Knowledge Discovery Software for External-Facing Use Cases, 2024.

        • 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.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

        • 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.

        • AI Shopping Assistant

          Help your online customers discover great products faster.

        • 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.

  • Customers
    • Beyond Relevance Featured

      Beyond Relevance Report

      The Data-Backed Case for Attractiveness as the New Standard for Ecommerce Search Performance.

        • 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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  • Native Commerce Core™
    • IDC-marketscape-q4-2024-resources-hub-cover-562x562@2x

      Constructor is a leader in the IDC marketscape

      Constructor is a Leader in the IDC MarketScape on Worldwide Knowledge Discovery Software for External-Facing Use Cases, 2024.

        • 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.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

        • 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.

        • AI Shopping Assistant

          Help your online customers discover great products faster.

        • 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.

  • Customers
    • Beyond Relevance Featured

      Beyond Relevance Report

      The Data-Backed Case for Attractiveness as the New Standard for Ecommerce Search Performance.

        • 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

Product Recommendations Engine

Drive upsells and increase RPV with hyper-personalized product recommendations

Help customers discover products they didn’t know they needed, all while boosting revenue and building brand loyalty — thanks to Constructor’s product recommendations engine.

Book a Demo
Analyze the quality of your search results.
Request a Search Experience Audit

What We Do

Deliver 1:1 product recommendations that convert

 

Finally be able to intuitively understand customer intent to deliver engaging, KPI-driven recommendations. Thanks to clickstream data and advanced machine learning, Constructor Recommendations starts personalizing as soon as a user clicks or searches on your website — in support of a KPI goal you set.

When placed in the right location, Recommendations can dramatically increase your AOV and lower abandoned cart rates.

bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
Capabilities

Attractive Recommendations@2x

Help shoppers discover new products they’ll love

  • Show the right product, like one that’s alternative or complementary, depending on where customers are in their journey

  • Display products that users are most likely to convert on based on individual behaviors

  • Get access to merchandiser-friendly tools to see recommendation pods, understand their performance, and optimize them

  • Significantly enhance the user experience, leading to higher customer satisfaction and loyalty​
Book a Demo

Optimized Placement@2x-1

You choose the recommendations strategy, we do the rest

  • Tailor recommendations to appropriate locations that align well with the shopper’s journey and intent (bundles for product pages, upsells for checkout, etc.) 

  • Power your Recommendations strategies with 9 sets of logic that collect data on user intent and behavior

  • Create searchandizing rules to determine what is shown in each type of Recommendation pod


 

Book a Demo

Tailor to Your KPIs@2x-1

Optimize recommendations to meet your unique KPIs

  • Use data from the product recommendation engine to gain insights into customer behavior and preferences, which can help in refining recommendation strategies  

  • Inform each shopper’s discovery experience with data captured in Recommendations — personalizing search, browse, and more 

  • Increase customer retention rates and encourage repeat purchases by regularly showing recommended products

  • Boost sales and user engagement by implementing strategies like showing popular products, rating-based recommendations, personalized recommendations, and frequently bought together items
Book a Demo

Features

Get a competitive edge with Recommendations designed specifically for enterprise ecommerce

  • Complementary
  • Alternative
  • Bundles
  • Filtered
  • Best Sellers
  • User Featured
  • Recently Viewed
  • Abandoned in Cart
  • Query Based
Ebook

Take an in-depth look at Constructor’s search and browsing features

Learn how our AI technology complements your own merchandising expertise to save hours of time and drive revenue.

Grab your guide to learn:

  • How we ensure comprehensive product discovery across your website

  • How clickstream data, transformers, and LLMs improve search results

  • How our Merchant Intelligence guides the A/B testing experience

 

 

Get the Guide
Cover of The Ultimate Guide to Searchandising with Constructor
Customer Stories
grove
Paul Hornby
grove
Paul Hornby
grove
Paul Hornby
grove
Paul Hornby
grove-black

Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor

“Our Recommendations pods were old and rigid. We had no way of updating the algorithms, and testing or swapping them out on any given page was a heavy engineering lift. Constructor Recommendations enable us to play around with different strategies to maximize click-through and add-to-cart rates on a per-page basis”
Rebecca Carpenter
Senior Product Manager, Grove Collaborative
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
grove-black

Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor

“Our Recommendations pods were old and rigid. We had no way of updating the algorithms, and testing or swapping them out on any given page was a heavy engineering lift. Constructor Recommendations enable us to play around with different strategies to maximize click-through and add-to-cart rates on a per-page basis”
Rebecca Carpenter
Senior Product Manager, Grove Collaborative
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
grove-black

Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor

“Our Recommendations pods were old and rigid. We had no way of updating the algorithms, and testing or swapping them out on any given page was a heavy engineering lift. Constructor Recommendations enable us to play around with different strategies to maximize click-through and add-to-cart rates on a per-page basis”
Rebecca Carpenter
Senior Product Manager, Grove Collaborative
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
grove-black

Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor

“Our Recommendations pods were old and rigid. We had no way of updating the algorithms, and testing or swapping them out on any given page was a heavy engineering lift. Constructor Recommendations enable us to play around with different strategies to maximize click-through and add-to-cart rates on a per-page basis”
Rebecca Carpenter
Senior Product Manager, Grove Collaborative
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview

Our Solution

Recommendations work seamlessly across Constructor's holistic suite of tools

Our powerful Recommendations solution is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce.

Recommendations is anchored on a constant user feedback loop derived from your shoppers’ unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs.



See Our Core
Constructor product icons orbiting the Native Commerce Core
Constructor product icons orbiting the Native Commerce Core

Our powerful Recommendations solution is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce.

Recommendations is anchored on a constant user feedback loop derived from your shoppers’ unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs.



See Our Core
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
Personalized, optimized shopping experiences for each 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 Assistant
Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization.
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

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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