Skip to content
Logo-black
  • 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
  • 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
Native Commerce Core™

Product
discovery built on advanced ecommerce AI Headphones Lamp

Constructor’s holistic suite of AI-native tools is designed specifically for enterprise ecommerce. 

Using tailored AI and real-time behavioral learning, our Native Commerce Core™ helps you create the hyper-personalized search and product discovery experiences you need to drive exponential growth.

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

Our Solution

Meet our Native Commerce Core™

If you’re looking to use AI technology to create more enjoyable online shopping experiences and drive revenue, not just any vendor will do.

Constructor is the only product search and discovery platform that’s built from the ground up with advanced AI — no legacy keyword or vector engines in sight. 

That’s why we’ve never lost an A/B test when it comes to helping enterprise ecommerce customers hit their most critical KPIs. 

Book a Demo
Capabilities

Holistic Product Discovery@2x

Sitewide product discovery that learns in real-time

  • Our suite of tools work together in harmony with AI and Clickstream technology to make your platform smarter with every user interaction.

  • Get fully automated personalization at user level across your entire ecommerce site.

  • Quickly see tangible business benefits that directly impact your most critical metrics like conversion rate, AOV, and RPV.

Book a Demo

Transparent Results V2@2x-1

Understand how and why your products rank

  • Track omni-channel shopper behavior from a central dashboard, giving you a single source of truth across the entire product discovery journey.

  • Learn how behavior changes over time, and is influenced by macroeconomic trends, evolving shopper preferences, and more.

  • Fine-tune the buying experience to optimize for conversion and revenue, and keep track of best sellers and under-performers.

Book a Demo

Clean Data-2@2x

Enterprise-grade security, privacy, and compliance

  • Ensure you stay compliant with regulations like GDPR and CCPA, and all major security frameworks like ISO 27001 and SOC 2.

  • Eliminate the creep factor with data anonymization.

  • Product insights are informed directly by users interacting with your website. No PII required.

  • Routine infrastructure testing by our dedicated security team keeps you and your customers secure.

Book a Demo

Why Choose Us

Ditch legacy keyword engines and vector-centric platforms, and hit your revenue goals faster

Before Constructor:

  • Frustrated customers

    Legacy search engines don’t provide the results and hyper-personalized experiences that today’s shoppers demand, resulting in lost customers and revenue.
  • Technical debt

    Manual workarounds, bolt-on solutions, and time-consuming maintenance can create ongoing challenges for busy ecommerce teams.
  • Outdated architecture

    AI technology is moving fast. Legacy platforms can no longer give you the competitive edge you need. Any lag in terms of speed or reliability can cost you revenue.
  • Zero flexibility

    Older search engines don’t have the agility, flexibility, or scalability to meet the product discovery needs of today’s enterprise ecommerce companies.

After Constructor:

  • Deliver enjoyable shopping experiences

    Create a personalized customer journey from the very first in-session click, with attractive search results based on historical and real-time behavioral data.
  • Exclusively ecommerce

    We only focus on one thing, and that’s enterprise ecommerce. That means we understand how to drive your most important KPIs such as revenue, AOV, and conversions.
  • Composable infrastructure

    Modern software development principles and cloud-native technology prioritize speed, reliability, and a superior customer experience.
  • Reduce team workload by 20%

    Get a turnkey, user-friendly solution that saves hours of time, and doesn't require an engineering degree to operate it.

Before Constructor:

After Constructor:

Frustrated customers

Legacy search engines don’t provide the results and hyper-personalized experiences that today’s shoppers demand, resulting in lost customers and revenue.
Deliver enjoyable shopping experiences

Create a personalized customer journey from the very first in-session click, with attractive search results based on historical and real-time behavioral data.
Technical debt

Manual workarounds, bolt-on solutions, and time-consuming maintenance can create ongoing challenges for busy ecommerce teams.
Exclusively ecommerce

We only focus on one thing, and that’s enterprise ecommerce. That means we understand how to drive your most important KPIs such as revenue, AOV, and conversions.
Outdated architecture

AI technology is moving fast. Legacy platforms can no longer give you the competitive edge you need. Any lag in terms of speed or reliability can cost you revenue.
Composable infrastructure

Modern software development principles and cloud-native technology prioritize speed, reliability, and a superior customer experience.
Zero flexibility

Older search engines don’t have the agility, flexibility, or scalability to meet the product discovery needs of today’s enterprise ecommerce companies.
Reduce team workload by 20%

Get a turnkey, user-friendly solution that saves hours of time, and doesn't require an engineering degree to operate it.

Features

We help enterprise ecommerce brands get ahead, and stay ahead

AI-native product discovery that’s a win-win for companies and customers.

Constructor’s platform was built by data scientists and engineers who wanted to create an advanced shopping experience that accurately displays the most attractive products to every individual.

Leverage our expertise to understand your current search performance (based on over 1000 A/B tests) with our Search Experience Audit.

    • Transformers
      State-of-the-art machine learning models that learn context and meaning in sequential data like human language

    • Semantic Analysis
      Interpretation of meaning by analyzing sentence structure, and identifying relationships between individual words

    • Synonym Detection
      Recognizing and classifying potential synonyms across queries and product catalogs

    • Typo Tolerance
      Correcting phonetic, fat finger, and spacing errors automatically

    • N-Gram Weighting
      Reweighting importance of words when they occur in orders that convey added meaning (“apple laptop” vs. “laptop charger”)

    • Word Importance Estimation
      Identifying entities within a block of text and assessing their meaning and importance

    • Intent Understanding
      Automatically interpretating specific phrases, an initial step toward natural language understanding

    • Multi-Lingual Support
      Language detection and specialized handling, support for RTL languages and CJK languages
    • Behavioral Clickstream Data Analysis
      Tracking and analyzing behavioral data — click-throughs, add-to-carts, and purchases — to improve and personalize product rankings

    • Merchant-Centric Optimizations
      Tuning optimization parameters to business goals such as maximizing revenue, conversions, loyalty, average order value, or a combination of factors

    • Automated Boost and Bury
      Improving results ranking for products based on historical conversion frequency data

    • Weighted Search Facets
      Refining search results based on attributes such as manufacturer, color and price and displaying facets in conversion-optimized order

    • In-Session Ranking 
      Using behavioral data to improve and personalize current sessions in real time, without any offline or batch processing
    • Behavioral Clickstream Data Analysis
      Tracking and analyzing behavioral data — click-throughs, add-to-carts, and purchases — to improve and personalize product discovery results

    • Co-Purchasing
      Predicting the purchase intent of a user by evaluating their preferences to the preferences of other users who have similar purchase intent

    • Personalized Search Recommendations
      Leveraging available personal data to return attractive results for each user (e.g. if a user demonstrates purchase intent for “organic” items, organic items will be ranked higher in future results, regardless of the query)

    • In-Session Personalization
      Personalization computed automatically in real time, ensuring the best possible recommendations in a current session and over time


    • Data Privacy and Anonymity
      Users are hashed to remain anonymous at all times within our platform, valuing their privacy and honoring your privacy policy
    • Easy Integration
      Constructor’s ready-to- deploy solution that lets you focus on your core business

    • Go Live in Weeks
      A dedicated customer support team including engineers and data scientists to help your implementation get up and running fast.

    • Merchant-Defined Optimization
      Set search optimization rules based on business goals like revenue, profit, or inventory balancing

    • Turnkey Connectors and Libraries
      In addition to JavaScript libraries for web clients, mobile SDKs for iOS and Android, secure APIs for easy integration, Constructor also offers a wide array of connectors for easy integration with other platforms

    • Global Infrastructure
      Deployed across a secure multi-region cloud infrastructure to minimize latency from all corners of the world

    • Redundancy
      Multiple levels of redundancy to minimize failure risk with up to 99.999% uptime
Request a Search Experience Audit
Customer Stories
alexander-sienkiewicz
Paul Hornby
alexander-sienkiewicz
Paul Hornby
alexander-sienkiewicz
Paul Hornby
alexander-sienkiewicz
Paul Hornby
swim-outlet-black

Learn how SwimOutlet increased site revenue by 3.68% with Constructor

“We knew that search was a high-intent channel used by 15% of our customers, but we had difficulties optimizing for it. That was definitely a problem. Constructor is focused on helping us drive incremental revenue. That’s a breath of fresh air.”
Alexander Sienkiewicz
Chief Marketing Officer @ SwimOutlet
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
swim-outlet-black

Learn how SwimOutlet increased site revenue by 3.68% with Constructor

“We knew that search was a high-intent channel used by 15% of our customers, but we had difficulties optimizing for it. That was definitely a problem. Constructor is focused on helping us drive incremental revenue. That’s a breath of fresh air.”
Alexander Sienkiewicz
Chief Marketing Officer @ SwimOutlet
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
swim-outlet-black

Learn how SwimOutlet increased site revenue by 3.68% with Constructor

“We knew that search was a high-intent channel used by 15% of our customers, but we had difficulties optimizing for it. That was definitely a problem. Constructor is focused on helping us drive incremental revenue. That’s a breath of fresh air.”
Alexander Sienkiewicz
Chief Marketing Officer @ SwimOutlet
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
swim-outlet-black

Learn how SwimOutlet increased site revenue by 3.68% with Constructor

“We knew that search was a high-intent channel used by 15% of our customers, but we had difficulties optimizing for it. That was definitely a problem. Constructor is focused on helping us drive incremental revenue. That’s a breath of fresh air.”
Alexander Sienkiewicz
Chief Marketing Officer @ SwimOutlet
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
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
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
  • MACH Certified
  • 21972-312_SOC_NonCPA-150x150
  • Cartification-mark_04-09-300x253-1-150x150
Constructor.io Logo
  • Technology
    • Native Commerce Core™
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • Quizzes
    • Merchant Controls & Intelligence
    • Attribute Enrichment
    • AI Shopping Assistant
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
  • Technology
    • Native Commerce Core™
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • Quizzes
    • Merchant Controls & Intelligence
    • Attribute Enrichment
    • AI Shopping Assistant
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
© 2025 Constructor All rights reserved
  • Terms of Service
  • Privacy Policy