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      • 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.

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      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

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          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

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          Help shoppers discover products they didn’t know they needed

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

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          Build dynamic, curated product pages

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          Create smart product recommendation experiences that drive shopper engagement

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        • 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.

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        • 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.

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        • Upcoming Events

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          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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      • 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

Customer Success Stories

Learn how enterprise brands and retailers use Constructor

Constructor serves billions of queries every day, generating metrics essential to our customers’ success. Learn what inspired these customers to try Constructor — and what results they were able to see. 

woman at kiosk Mannequin Rolls of fabric Man with a clipboard
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
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Filters
AG Jeans Black
AG Jeans is a premium denim and lifestyle brand where fit, fabric, and finish matter — and where the online experience has to do more than simply “return results.”
Constructor drove a 16% lift in conversion rate, as well as other significant lifts in add-to-cart rates and units per transaction.
View Case Study
+16%
conversion lift
"The whole experience has been fantastic — start to finish. I'm impressed with continuity from pre-sales to actual sales to driving the implementation. Your team is very coordinated. It seems like things shift from one face to another, seamlessly. I think that’s rare in the SaaS enterprise space. So, keep doing what you're doing."
Milosh Nikodijevic Headshot B&W
Milosh Nikodijevic
Director of Product Management, AG Jeans
Saatchi_Art_HubDB
Saatchi Art is one of the first and largest online art marketplaces, connecting artists and collectors across more than 110 countries.
Constructor drove a 47.29% lift in RPV, as well as other significant lifts in conversion rate and purchase revenue.
View Case Study
+47.29%
RPV
"We like the approach that Constructor has with affinity index with personalizing results, and group attractiveness vs individual attractiveness. That’s really important to us to provide individualized results. We also like the hands-on approach of your team … [particularly] the fact that the support was and will be very involved. We have dedicated people working with us, including engineers supporting us during [and after] the integration. We felt that with other vendors, we wouldn’t have that, or if we did, it would be for an additional cost."
alexander kim saatchi art hubdb
Alex Kim
Director of Product, Saatchi Art
Finnish Design Shop Black
Finnish Design Shop — one of the largest online stores for Nordic design — set out to expand its international reach and deliver a localized shopping experience that felt as effortless abroad as it did at home.
Within several weeks of launching Constructor on their website after doing the Proof Schedule, Constructor’s AI-first Search, Browse, and Recommendations products delivered strong initial gains in conversion rate, RPV, and average purchase revenue.
View Case Study
+5.9%
RPV
"What we were really happy about were the new capabilities that let us step in and react quickly. We can now modify product listings to display only in-stock products and hide those that are out of stock. And of course, we’ve enjoyed seeing how the algorithm lifts relevant and trending products. It’s far more reactive to what people are actually engaging with, rather than delivering a static experience. … It’s given us capabilities to deliver an individual shopping experience to each customer."
Kristian Lindqvist Headshot
Kristian Lindqvist
Head of Data and Strategic Insights, Finnish Design Shop
flaschenpost-black-small
flaschenpost is a leading German on-demand delivery service offering beverages, groceries, and household essentials with two-hour delivery across 200+ cities.
Constructor drove a 4.14% relative lift in sitewide search conversion, as well as a significant reduction in zero-result queries, manual merchandising work, and more.
View Case Study
4%
search CVR
“We weren’t just trying to fix relevance. We needed a system that understood what ‘good’ actually means in a supermarket context — not just what matches a keyword.”
flaschenpost-testimonial
Julian Neumann
Head of Product - E-Commerce, flaschenpost
belk-black
For more than a century, Belk has earned the trust of millions of customers by delivering quality products and outstanding shopping experiences, both in-store and online.
Constructor drove an additional $35 million in revenue, as well as lifts in revenue per visitor and mobile AI Shopping Assistant conversion rates.
View Case Study
$35M
in revenue
“Hey, did you see Belk has a shopping assistant?” has become a word-of-mouth driver that’s elevating the brand’s reputation as an innovator. In addition to the revenue increases, it’s generating curiosity and creating new reasons for shoppers to visit their site.
richard-spencer
Richard Spencer
CIO, Belk
monica-vinader-black (2)
Monica Vinader is an award-winning British luxury jewelry brand known for its contemporary, everyday designs and sustainability leadership.
By tailoring their ranking models to local markets, Monica Vinader proved that even small adjustments in how products are surfaced can drive measurable gains.
View Case Study
5%
conversion lift
"We’re very data-focused as a business — we don’t just take a partner’s word for it. Everything has to be proven and measured. Constructor not only brings the tech but also challenges us with new ideas, helps us analyze the results, and even tells us when something isn’t a win. That honesty builds real trust."
mark-dougall@2x
Mark Dougall
General Manager of Business Systems, Monica Vinader
Petco Logo
A leading pet health and wellness retailer in North America, Petco is committed to connecting people, pets, and products.
Driving cumulative lifts over time, Constructor helped Petco gain millions of dollars in additional revenue by improving the customer experience onsite.
View Case Study
+13%
in site conversions
“We’re now 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.”
Tony Gabriele headshot
Tony Gabriele
VP Digital Strategy, Petco
home 24 black logo
home24 is a leading home living ecommerce company that has grown to over €600 million in annual revenue.
Constructor drove a double-digit lift in search conversion rates for home24, as well as incremental lifts in revenue with Cognitive Embeddings Search.
View Case Study
Double-digit lift
in search conversion rate
"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 headshot
Gianluca Randisi
Chief Product Officer, home24
Target AU black logo
For more than 95 years, Target Australia has provided customers with amazing experiences by offering high quality products at the lowest prices.
Constructor drove a +A$13M lift in search revenue and decreased Target Australia’s bounce rate by 91%.
View Case Study
+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 headshot
Utadi Murphy
General Manager, Digital & Ecommerce, Target AU
White Stuff logo
Founded in 1985 as a small T-shirt business to fund ski trips to the French Alps, White Stuff has grown into what is today an iconic apparel brand in the United Kingdom and EU.
Constructor drove a 21% lift in search conversion rate, as well as significant lifts in AOV and search transactions.
View Case Study
+21%
in search conversion rate
"Constructor isn’t built upon legacy platforms that have sort of evolved and evolved. It feels very fresh and built for clothing retail…The adoption from the team was so much faster and so much more intuitive, and we could go onto the more advanced stuff and start gaining more insight."
Ross Loughlin headshot
Ross Loughlin
Head of Ecommerce, White Stuff
cromwell black
Cromwell is one of the UK's largest suppliers of industrial tools, maintenance supplies, and services for businesses.
Constructor drove a 21X ROI upon go-live for Cromwell in addition to significant lifts in add-to-basket rates and conversions.
View Case Study
21X
ROI upon go-live
“Our customers are rapidly changing how they search for products and services. With Constructor, we feel well-positioned to evolve alongside these changing patterns and continue delivering exceptional experiences for our customers, no matter how their search behaviours evolve in the future.”
jamie-powell-1
Jamie Powell
Head of Digital Products and User Experience, Cromwell
Fisheries Supply black logo
Fisheries Supply is a B2B marine parts supplier and one of the largest distributors of marine products in the United States.
With improved search and browse, Fisheries Supply is consistently serving attractive results and providing an improved B2B customer experience on top of revenue lifts.
View Case Study
+15%
in revenue per user
"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 headshot
Kyle Sutter
VP of Technology, Fisheries Supply
Grove Collaborative black logo
Grove Collaborative is the world’s first plastic-neutral ecommerce company and supplier for brick-and-mortar retailers.
Since implementing Constructor products in 2023, Grove Collaborative has seen considerable return on their investment.
View Case Study
20.07X
in overall ROI
"The Constructor partnership has been great. The team is very supportive [and] responsive to our questions and needs that we express. From the beginning, I have felt that they listen closely to understand our goals and take our questions and feedback seriously."
Grove Co. product
Allie Andersen
Senior Site Merchandising Manager, Grove Collaborative
Bonobos black logo
Bonobos, a fast-growing digitally native brand with an expanding catalog and a growing multi-channel strategy, lives and breathes online clothes shopping.
Constructor drove 9% more search revenue than Bonobos’ legacy search platform, on top of a 6% lift in browse conversions, a 92% lift in recommendations conversions, and a 22% lift in recommendations AOV.
View Case Study
+92%
in recommendations conversions
"With Elasticsearch, we struggled to provide our customers with an advanced, enjoyable product discovery experience, and other vendors struggled to provide value during sales conversations. Constructor changed that. Not only did they provide actionable insights about our site during the sales process, but their entire product discovery platform allowed us to provide personalized results for all our users while actually optimizing for the business results we care about."
Britt Ballard headshot
Britt Ballard
Senior Director of Engineering, Bonobos
Maxeda black logo
Maxeda DIY Group is the largest home improvement retailer in Belgium, the Netherlands, and Luxembourg with over 300 stores in the region (Praxis, Brico, and BricoPlanit).
With a suite of Constructor solutions including Merchant Intelligence, Maxeda DIY saw measurable lifts in the metrics that matter most to them.
View Case Study
+4%
in add-to-carts
"When Constructor launched the A/B testing feature, that was a huge breakthrough for us. Previously, there was a lot of talk internally about how to improve product rankings even more. We were never able to A/B test rankings. Now we have a whole A/B testing project that’s scheduled until mid-2024."
Oleksandra Grafova headshot
Oleksandra Grafova
Manager Digital @ Maxeda DIY Group
1 2

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.

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  • 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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