Skip to content
Logo-black
      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • q3-25-forrester-shopify-webinar-resource-hub@2x

      AI Agents in Commerce: What’s Working, What’s Not, and How to Start

      Join Constructor and Shopify leadership, along with guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion.

      View Now
        • B2C

          Help more shoppers find the right products for them.

        • B2B

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

        • Fashion & Apparel

          Tailor discovery experiences to every season, trend, and shopper.

        • Grocery

          Help every shopper fill their basket — faster, smarter, and more profitably.

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      Preparing Retail for Agentic AI

      We're witnessing the early stages of a radical shift in digital commerce: the rise of AI shopping agents. It's a transformation that redefines discovery, giving shoppers a new way to find products and make purchasing decisions.

      Read Now
        • 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
      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • q3-25-forrester-shopify-webinar-resource-hub@2x

      AI Agents in Commerce: What’s Working, What’s Not, and How to Start

      Join Constructor and Shopify leadership, along with guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion.

      View Now
        • B2C

          Help more shoppers find the right products for them.

        • B2B

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

        • Fashion & Apparel

          Tailor discovery experiences to every season, trend, and shopper.

        • Grocery

          Help every shopper fill their basket — faster, smarter, and more profitably.

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      Preparing Retail for Agentic AI

      We're witnessing the early stages of a radical shift in digital commerce: the rise of AI shopping agents. It's a transformation that redefines discovery, giving shoppers a new way to find products and make purchasing decisions.

      Read Now
        • 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

The search engine reasoning engine powering commerce discovery

Constructor doesn’t just personalize — it reasons.

Our AI-native platform interprets behavior, context, and intent to deliver high-converting results across every shopper touchpoint.

Book a Demo
sephora-color-cropped
under-armour-black
gap-black
rei-black
tractor-supply-black
qvc-black
bath-and-body-works-black
foot-locker-black
petco-black
fisheries-supply-black
home-24-black
target-au-black-1
grove-black
bonobos-black
monica-vinader-black
ashley-black
bjs-black
bombas-black
crate-and-barrel-black
cromwell-black
journeys-black
paperless-post-black
plow-hearth-black
rothys-black
serena-and-lily-black
west-elm-black
white-stuff-black
williams-sonoma-black

Smarter results, fueled by reasoning

Constructor ingests vast volumes of behavioral, contextual, and catalog data, ensuring the optimal results for each person— not just in search, but across onsite agents, browse, recommendations, and more. 

The result? Personalized, thoughtful experiences that actually convert.

commerce-reasoning-engine-v5.4 (1)
commerce-reasoning-engine-v5.4 (1)

Constructor ingests vast volumes of behavioral, contextual, and catalog data, ensuring the optimal results for each person— not just in search, but across onsite agents, browse, recommendations, and more. 

The result? Personalized, thoughtful experiences that actually convert.

Enabling every type of product discovery

AI Shopping Agents

AI Shopping Agent

Helps shoppers find what they want to buy using natural language

Product Insights Agent

Generate and answer personalized product questions that help shoppers buy with confidence

Onsite Shopper Experiences

Search & Browse

Deliver personalized results for search and category pages

Recommendations

Help shoppers discover products they didn’t know they needed

Retail Media

Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

Collections

Build dynamic, curated product pages

Offsite Shopper Experiences

Email Recommendations

Show tailored content at scale to customers right in their inbox

SMS & Mobile Notifications

Drive faster decisions with the right product message at the right time

In-Store

Extend the intelligence of your online experience into the physical store

Answer Engine Assistants (Beta)

Provide real-time data to facilitate discovery and purchase via Answer Engines like ChatGPT

Insights & Automations

Merchant Intelligence Agent (Beta)

Research, understand and fix what’s behind every result and ranking

Attribute Enrichment

Enrich product and category attributes using GenAI to improve discoverability

Merchandiser Controls

Gain insight from dashboards and reports, set controls and run experiments

Agents that add ease and expertise

Help customers discover new products and solve lingering questions by interacting naturally across your site.

Connected experiences that make each other smarter

Reinforcement learning across a connected set of touchpoints ensures every discovery experience keeps getting smarter about your shoppers. This creates a single, holistic, personalized experience whether they search, browse, or interact with agents.

Product discovery for commerce is all we do (1)

Product discovery for commerce is all we do.

We’ve built a sophisticated platform that solves optimally for this (and only this).

Recognition

The only product discovery vendor named a leader by 3 major analyst firms

forrester-card@2x
Constructor is a Leader in The Forrester Wave™: Commerce Search And Product Discovery Solutions, Q3 2025
gartner-card@2x
Constructor named as a Leader in the Gartner® Magic Quadrant™ for Search & Product Discovery, 2025
idc-card@2x
Constructor is a Leader in the IDC MarketScape
[LANDING PAGE] Forrester Badge 2025
Stevie award
[WEB PAGE] G2 Easiest to Use Badge
[WEB PAGE] G2 Momentum Leader Badge
[WEB PAGE] G2 Leader Badge SVG
[WEB PAGE] G2 Most Likely Recommend Badge SVG
[WEB PAGE] Gartner Peer Insights Customers Choice Badge
Member-1
leading100
image 251
image 251 (1)
Convrt 2024 Gold Seal
Stevies_Tech Excellence_24_Gold_Winner
Stevies_ABAs_Peoples Choice_2024Winner
+400 Billion
requests powered per year
8 Weeks
or less to set up
98.5 %
avg client retention rate over the last three years
4.8
G2 Crowd - Top ranked in our category
4.9
Gartner Peer Reviews - Top ranked in our category

API First

You name it, we integrate with it

Constructor is API-first, headless, composable, and platform-agnostic, so it integrates easily with your existing technology stack.

Meet our Partners
Salesforce
bigcommerce
Elasticpath
Akeneo
Commercetools
Amplience
Contentstack
shopify-svgrepo-com
contentful
AWS
Orium
emporix_logo
simontransparent
512px-PS_Logo_RGB.svg
google_cloud_partner_logo
Logo_stacked_blue
deloittedigital-logo-black
amperity
64labs-logo
Salesforce
bigcommerce
Elasticpath
Akeneo
Commercetools
Amplience
Contentstack
shopify-svgrepo-com
contentful
AWS
Orium
emporix_logo
simontransparent
512px-PS_Logo_RGB.svg
google_cloud_partner_logo
Logo_stacked_blue
deloittedigital-logo-black
amperity
64labs-logo
Salesforce
bigcommerce
Elasticpath
Akeneo
Commercetools
Amplience
Contentstack
shopify-svgrepo-com
contentful
AWS
Orium
emporix_logo
simontransparent
512px-PS_Logo_RGB.svg
google_cloud_partner_logo
Logo_stacked_blue
deloittedigital-logo-black
amperity
64labs-logo
Customer Stories
tony-gabriele
Paul Hornby
tony-gabriele
Paul Hornby
tony-gabriele
Paul Hornby
tony-gabriele
Paul Hornby
petco-black

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
the-very-group-black

Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor

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

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
the-very-group-black

Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor

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

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
the-very-group-black

Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor

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

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
the-very-group-black

Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor

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

Request a Constructor Audit

Get a custom brief of how product discovery can improve on your site. Emailed directly to you.
Search Audit
  • Analyze search results quality
  • Uncover lost revenue opportunities
  • Pinpoint irrelevant results from more complex queries
  • Uncover UX opportunities for Search, Autocomplete, and PLPs
Request an Audit
Agentic Audit
  • Learn where agents can improve conversion on your site
  • Identify high-friction points where agents can sustain customer momentum
  • See in-market examples of agentic experiences relevant to your business
  • Get a tailored set of recommended next steps for adding agentic experiences to your site
Get an Agentic Audit
Constructor.io Logo
  • Technology
    • Native Commerce Core™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • 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™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
© 2026 Constructor All rights reserved
  • Terms of Service
  • Privacy Policy