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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
    • A_B Testing Navigation Image

      The Ultimate Guide to A/B Testing for Search & Discovery

      Discover what your ecommerce team needs to know about fixing broken testing strategies, avoiding wasted effort, and unlocking the full value of A/B testing.

        • 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™
    • 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
    • A_B Testing Navigation Image

      The Ultimate Guide to A/B Testing for Search & Discovery

      Discover what your ecommerce team needs to know about fixing broken testing strategies, avoiding wasted effort, and unlocking the full value of A/B testing.

        • 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

Ecommerce Search

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

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.

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

What We Do

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.

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

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.
  • Optimize search with data-driven insights, 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 on hard data to improve your most critical KPIs.

Before Constructor:

After Constructor:

Zero-result searches and contextually unattractive products cause shoppers to rage-quit your site.
Get hyper-personalized search results driven by advanced AI and real-time onsite shopper behavior.
Your team wastes hours on manual tasks like synonym and redirect setup, and boosting and slotting.
Free up more time with automations so your teams can focus on high-value strategic tasks.
Limited visibility into why sets of products are returned or not returned makes it difficult to identify key insights and take action on them.
Optimize search with data-driven insights, AI-enhanced merchandising controls, and advanced analytics on behavior, popular terms, and user intent.
Limited filtering options and lack of faceted search makes it harder for shoppers to find what they want, quickly.
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.
Your site struggles to handle high search volumes during peak traffic periods, which impacts scalability and results in slower, less accurate results.
Handle large volumes of searches and provide fast, accurate results, even during holiday seasons and peak traffic times.
Lost sales have a negative impact on your CLV metrics and brand trust.
Optimize results based on hard data to improve your most critical KPIs.
Capabilities

Deeper Insights@2x

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.

Book a Demo

Clickstream Transformers llms

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.
Book a Demo

Autosuggest

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. 
Book a Demo

image search

Enhance your current text-based product discovery 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.
Book a Demo

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
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
Guide Image
Customer Stories
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re able to searchandise much more effectively with the advanced merchandising controls now available to us, and we love the flexibility we have to partner with the AI and to boost or bury products on our own. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“Aside from the positive return on investment, we love the ease of use, extremely hands-on support, and pleasant experience that comes from working with the Constructor team. If you're an enterprise retailer looking to ramp up search, I highly recommend reaching out to Constructor.”
Gianluca Randisi
Chief Product Officer, home24
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
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re able to searchandise much more effectively with the advanced merchandising controls now available to us, and we love the flexibility we have to partner with the AI and to boost or bury products on our own. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“Aside from the positive return on investment, we love the ease of use, extremely hands-on support, and pleasant experience that comes from working with the Constructor team. If you're an enterprise retailer looking to ramp up search, I highly recommend reaching out to Constructor.”
Gianluca Randisi
Chief Product Officer, home24
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
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re able to searchandise much more effectively with the advanced merchandising controls now available to us, and we love the flexibility we have to partner with the AI and to boost or bury products on our own. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“Aside from the positive return on investment, we love the ease of use, extremely hands-on support, and pleasant experience that comes from working with the Constructor team. If you're an enterprise retailer looking to ramp up search, I highly recommend reaching out to Constructor.”
Gianluca Randisi
Chief Product Officer, home24
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
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re able to searchandise much more effectively with the advanced merchandising controls now available to us, and we love the flexibility we have to partner with the AI and to boost or bury products on our own. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“Aside from the positive return on investment, we love the ease of use, extremely hands-on support, and pleasant experience that comes from working with the Constructor team. If you're an enterprise retailer looking to ramp up search, I highly recommend reaching out to Constructor.”
Gianluca Randisi
Chief Product Officer, home24
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

Search and Autosuggest works seamlessly across Constructor's holistic suite of tools

Our powerful Search 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. 

Search 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 suite of tools circling Native Commerce Core
Constructor suite of tools circling Native Commerce Core

Our powerful Search 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. 

Search 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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