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Shoppers today demand more from search and product discovery experiences. They expect to see the right product, in the right context, at the right time. 

Unlike competitors, Constructor learns from every click, view, and purchase to surface the most relevant products across every touchpoint. With petabytes of real, verified clickstream data that make the platform smarter with every user interaction, you gain insights that synthetic data alone can’t provide.

Constructor is the only AI platform that uses reasoning and  reinforcement-learning to deliver product discovery tailored  to your brand  and your shoppers. 

We have participated in more than 80 A/B tests against competitors and never lost one. Book a demo today to learn how we deliver significant KPI and revenue lifts for enterprise retailers.

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Trusted by Global Brands and Retailers

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Analyst Performance

Constructor is the only product discovery vendor named as a leader by Gartner, Forrester, and IDC

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2025 Gartner® Magic Quadrant™ for Search & Product Discovery Report

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The Forrester Wave™: Commerce Search and Product Discovery Solutions, Q3 2025.

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IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026

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Why Choose Us

From Discovery to Decision

Constructor

  • 100% Real Shopper Data

    Constructor continually learns and improves as it gathers full clickstream data and sees the impact of initial results
  • Full Discovery Suite Coverage

    Search, Browse, Recommendations, AI Shopping Agent, AI Product Insight Agents, Quizzes, Collections, Retail Media, Cross-channel and Offsite Discovery - all learning and driving improved results from the same engine
  • Full Merchandising Control

    We’ve spent the last 10 years talking to merchandisers, understanding the tools they need and systematically adding them to the platform

Alternatives

  • Synthetic Data Is Not Enough

    Improve more slowly - or not at all - without a first-party data flywheel in place
  • “Incomplete” Set of Offerings

    Do not offer a fully integrated suite ecommerce search and product discovery solutions
  • Limited Merchandising Control

    Lack the hands-on controls merchandisers rely on, leaving teams unable to fine-tune results or make manual adjustments

Constructor

Alternatives

100% Real Shopper Data

Constructor continually learns and improves as it gathers full clickstream data and sees the impact of initial results
Synthetic Data Is Not Enough

Improve more slowly - or not at all - without a first-party data flywheel in place
Full Discovery Suite Coverage

Search, Browse, Recommendations, AI Shopping Agent, AI Product Insight Agents, Quizzes, Collections, Retail Media, Cross-channel and Offsite Discovery - all learning and driving improved results from the same engine
“Incomplete” Set of Offerings

Do not offer a fully integrated suite ecommerce search and product discovery solutions
Full Merchandising Control

We’ve spent the last 10 years talking to merchandisers, understanding the tools they need and systematically adding them to the platform
Limited Merchandising Control

Lack the hands-on controls merchandisers rely on, leaving teams unable to fine-tune results or make manual adjustments

Enterprise Ecommerce Search & Discovery

Personalized Discovery, Optimized By Advanced AI Reasoning

Enterprise ecommerce search and product discovery is the only thing we do

Constructor delivers the best business results for the retail industry thanks to a truly different approach.

It all starts with our proprietary architecture: a product discovery core built specifically for ecommerce based on petabytes of verified clickstream data. Ingesting the full clickstream of behavioral data across hundreds of customers allows Constructor’s reasoning engine to then predict which product a shopper is most likely to buy (instead of merely which product seems most “relevant”).

The result is delivering the right products to the right person at the right time in the right context - across any discovery point,  onsite or offsite.

That foundation lets us understand shopper intent on a deeper level, respond in real time, and turn every search into measurable business growth. With Constructor, you’re able to:

  • Deliver personalized results in real time across search, browse, recommendations, and every touchpoint.
  • Upgrade your discovery experience with proven, leading innovations — like adaptive interfaces and AI agents — without rebuilding your tech stack.
  • Drive measurable revenue growth with AI-powered ranking that learns continuously from real shopper behavior and product data.
  • Stay in control with intuitive merchandising tools that make curation, promotions, and overrides simple, transparent, and fast.
Book a Demo
Customer Stories
Tony Gabriele Headshot
Paul Hornby Headshot
Gianluca Randisi Headshot
Kyle Sutter Headshot
Grove Co. Product
Sharon Gautschi Headshot
Utadi Murphy Headshot
Tony Gabriele Headshot
Paul Hornby Headshot
Gianluca Randisi Headshot
Kyle Sutter Headshot
Grove Co. Product
Sharon Gautschi Headshot
Utadi Murphy Headshot
Tony Gabriele Headshot
Paul Hornby Headshot
Gianluca Randisi Headshot
Kyle Sutter Headshot
Grove Co. Product
Sharon Gautschi Headshot
Utadi Murphy Headshot
Tony Gabriele Headshot
Paul Hornby Headshot
Gianluca Randisi Headshot
Kyle Sutter Headshot
Grove Co. Product
Sharon Gautschi Headshot
Utadi Murphy Headshot
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
The Very Group Logo 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
home24 Black Logo

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
Fisheries Supply Black Logo

15% increase in RPV with Search and Browse

'The thing that I appreciate the most about Constructor — other than just the product itself — is that they're a partner that truly wants to hear and incorporate feedback from customers and not build features in a vacuum. And that's really what we value in a software partner.'
Kyle Sutter
VP of Technology, Fisheries Supply
Grove Collaborative Black Logo

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
Rugs Direct Black Logo

See how Constructor helped Rugs Direct increase AOV by 16.5%

“AI is inherent in the foundation of Constructor’s technology and they demonstrated they could align their tool with the KPIs that I cared about. The Constructor team has a forward-thinking product, and they continue to deliver impressive customer service.”
Sharon Gautschi
Chief Merchandising Officer, Rugs Direct & Lightopia
Target AU Black Logo

+A$13M in search revenue.

“Constructor allows us to easily load all our product data into their platform so we can personalize what’s shown to each shopper and improve the customer experience, while optimizing for our specific business KPIs. We’re thrilled with the results we’ve seen, which validate this approach and reflect the impact of our digital transformation initiatives.'
Utadi Murphy
General Manager, Digital & Ecommerce at Target Australia
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
The Very Group Logo 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
home24 Black Logo

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
Fisheries Supply Black Logo

15% increase in RPV with Search and Browse

'The thing that I appreciate the most about Constructor — other than just the product itself — is that they're a partner that truly wants to hear and incorporate feedback from customers and not build features in a vacuum. And that's really what we value in a software partner.'
Kyle Sutter
VP of Technology, Fisheries Supply
Grove Collaborative Black Logo

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
Rugs Direct Black Logo

See how Constructor helped Rugs Direct increase AOV by 16.5%

“AI is inherent in the foundation of Constructor’s technology and they demonstrated they could align their tool with the KPIs that I cared about. The Constructor team has a forward-thinking product, and they continue to deliver impressive customer service.”
Sharon Gautschi
Chief Merchandising Officer, Rugs Direct & Lightopia
Target AU Black Logo

+A$13M in search revenue.

“Constructor allows us to easily load all our product data into their platform so we can personalize what’s shown to each shopper and improve the customer experience, while optimizing for our specific business KPIs. We’re thrilled with the results we’ve seen, which validate this approach and reflect the impact of our digital transformation initiatives.'
Utadi Murphy
General Manager, Digital & Ecommerce at Target Australia
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
The Very Group Logo 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
home24 Black Logo

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
Fisheries Supply Black Logo

15% increase in RPV with Search and Browse

'The thing that I appreciate the most about Constructor — other than just the product itself — is that they're a partner that truly wants to hear and incorporate feedback from customers and not build features in a vacuum. And that's really what we value in a software partner.'
Kyle Sutter
VP of Technology, Fisheries Supply
Grove Collaborative Black Logo

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
Rugs Direct Black Logo

See how Constructor helped Rugs Direct increase AOV by 16.5%

“AI is inherent in the foundation of Constructor’s technology and they demonstrated they could align their tool with the KPIs that I cared about. The Constructor team has a forward-thinking product, and they continue to deliver impressive customer service.”
Sharon Gautschi
Chief Merchandising Officer, Rugs Direct & Lightopia
Target AU Black Logo

+A$13M in search revenue.

“Constructor allows us to easily load all our product data into their platform so we can personalize what’s shown to each shopper and improve the customer experience, while optimizing for our specific business KPIs. We’re thrilled with the results we’ve seen, which validate this approach and reflect the impact of our digital transformation initiatives.'
Utadi Murphy
General Manager, Digital & Ecommerce at Target Australia
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
The Very Group Logo 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
home24 Black Logo

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
Fisheries Supply Black Logo

15% increase in RPV with Search and Browse

'The thing that I appreciate the most about Constructor — other than just the product itself — is that they're a partner that truly wants to hear and incorporate feedback from customers and not build features in a vacuum. And that's really what we value in a software partner.'
Kyle Sutter
VP of Technology, Fisheries Supply
Grove Collaborative Black Logo

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
Rugs Direct Black Logo

See how Constructor helped Rugs Direct increase AOV by 16.5%

“AI is inherent in the foundation of Constructor’s technology and they demonstrated they could align their tool with the KPIs that I cared about. The Constructor team has a forward-thinking product, and they continue to deliver impressive customer service.”
Sharon Gautschi
Chief Merchandising Officer, Rugs Direct & Lightopia
Target AU Black Logo

+A$13M in search revenue.

“Constructor allows us to easily load all our product data into their platform so we can personalize what’s shown to each shopper and improve the customer experience, while optimizing for our specific business KPIs. We’re thrilled with the results we’ve seen, which validate this approach and reflect the impact of our digital transformation initiatives.'
Utadi Murphy
General Manager, Digital & Ecommerce at Target Australia

Recognition

We’ve helped the world’s biggest ecommerce brands reach new heights. And our results get noticed.

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FAQs

  • Constructor puts a beacon directly on your site to ingest the full behavioral clickstream of your shoppers, making the platform smarter with every user interaction. We don’t need to rely on synthetic (e.g. fake) data like some vendors, which may not accurately predict what your shoppers will actually buy. 

    We have extensive external validation, with numerous public reviews on trusted platforms such as G2 and Gartner Peer Insights, comprehensive published case studies, and category leadership recognition from leading analyst firms including Gartner, Forrester, and IDC. 

    On top of that, we bring a perfect track record — having never lost an A/B test to a competitor — and we back our promises with a Proof Schedule® that delivers projected ROI in just weeks. Book a demo to see our solution in action.

  • Yes, we offer a free Proof Schedule®. We know investing in technology is a significant decision, and we understand the need for assurance before commitment. This is a structured, no-risk engagement where we integrate a lightweight tracking pixel to evaluate your current search and product discovery performance. Over 2–4 weeks, we gather real-world data from your site, uncover missed opportunities, and identify measurable lifts you can expect when Constructor goes live.

    By the end, you’ll have a business case built on your own data, including projections for revenue per visitor, conversion rate, and profit margin improvements. It’s proof you can take to your leadership team. Learn more about our Proof Schedule.

  • Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms like Shopify, AWS, and Braze. We provide a variety of integration approaches to make the integration process as fast and simple as possible. Learn more about our partner ecosystem.

  • Constructor supports fast integrations with platforms like Salesforce Commerce Cloud, Shopify Plus, commercetools, and custom stacks. Our onboarding process is streamlined, transparent, and merchant-friendly, so your team stays focused on strategy rather than technical firefighting. We’ve helped leading ecommerce brands and retailers get set up in 8 weeks or less—and prove ROI in just 4 weeks.

  • Our recommendations engine continuously learns from every shopper action — clicks, product views, add-to-carts, purchases — and adapts the experience instantly for that individual. The result is true 1:1 personalization across search, browse, recommendations, and other touchpoints, fully aligned with your business KPIs.

    You can also guide the algorithm toward strategic goals — for example, boosting new arrivals, highlighting margin-rich products, or promoting seasonal items — without losing the AI’s ability to tailor the experience for each shopper.

  • Constructor’s PIA ensures high-intent shoppers don’t bounce at the finish line — delivering instant, trustworthy answers to their final product questions directly on your Product Detail Pages (PDPs). PIA analyzes your existing data — reviews, product specs, manuals, support content — and incorporates external sources to generate clear, context-aware answers in real time. Learn more about agentic guided selling and Product Insight Agent.

Are you leaving revenue on the table with your current search vendor?

Where others go broad, we go deep. When it comes to the quality of our solution, we leave no stone unturned and are always innovating to drive incremental improvements.
Book a Demo
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