Drive Stronger ROI with AI Product Discovery

1:1 personalisation powered by a commerce reasoning engine

Constructor is the only search and product discovery platform built exclusively for enterprise commerce. Our AI reasoning engine predicts what each shopper is most likely to buy next by using every click, view, and purchase to interpret current intent.  It powers every discovery  touchpoint — search, browse, agents, email, and more — getting smarter with every interaction. 

The result? Personalised, thoughtful experiences that actually convert.

We’ve participated in 80+ A/B tests against competitors and never lost. We’re also the only product discovery vendor named a Leader by Forrester, Gartner, and IDC.

Book a demo to see how you can increase conversion and revenue with AI-driven product discovery.

Book a Demo

Why Constructor?

Product discovery for enterprise ecommerce is all we do and we’ve built a sophisticated platform that solves optimally for this (and only this).

Most product search and discovery offerings optimise to find the most “relevant” result based on a search or user action.

Constructor, by contrast, predicts which products a shopper is most likely to buy in any given situation. The result is happier customers and higher conversions. 

We do this by ingesting the full, verified clickstream of customer behaviour (every click, scroll, add-to-cart, and purchase) from your ecommerce site.

The system is able to reason by augmenting the wealth of signals from your ecommerce site specifically with petabytes of anonymised, real, first-party and zero-party data across hundreds of other customers.

Our AI reasoning engine balances business priorities like conversion rate, margin, diversity, and brand strategy, learning from real shopper behaviour and merchandiser direction rather than abstract relevance scores.

Customer Stories

Learn how enterprise brands and retailers use Constructor

Kristian Lindqvist Headshot
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Kristian Lindqvist Headshot
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sharon-gautschi
utadi-murphy
Kristian Lindqvist Headshot
mark-dougall@2x
sharon-gautschi
utadi-murphy
Kristian Lindqvist Headshot
mark-dougall@2x
sharon-gautschi
utadi-murphy

+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
Head of Data and Strategic Insights, Finnish Design Shop

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
General Manager of Business Systems, Monica Vinader

Increased 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

+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

+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
Head of Data and Strategic Insights, Finnish Design Shop

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
General Manager of Business Systems, Monica Vinader

Increased 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

+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

+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
Head of Data and Strategic Insights, Finnish Design Shop

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
General Manager of Business Systems, Monica Vinader

Increased 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

+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

+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
Head of Data and Strategic Insights, Finnish Design Shop

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
General Manager of Business Systems, Monica Vinader

Increased 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

+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

A suite of ecommerce search and product discovery solutions

Each tool is driven by our reasoning engine and all work together to grow continually smarter about your brand and shoppers

  • Use real shopper signals and engaging, conversational AI to deliver personal guidance that keeps discovery on your site

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