Product discovery results that improve. And improve. And improve.
Constructor is the only product discovery platform that uses reinforcement learning to deliver better results in the moment – and over time.
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Product Suite
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Use real shopper signals and engaging, conversational AI to deliver guidance that feels personal and keeps discovery on your site.
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Generate personalised, AI-powered experiences that improve critical business results.
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Use AI to automatically enrich product and category attributes that shoppers and LLMs need to find the items they’re looking for.
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Deliver the same personalisation across sponsored listings and generate additional revenue.
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.
Test our platform risk-free and see how we can prove tangible ROI in 2-4 weeks, with Constructor’s Proof Schedule.
Our Native Commerce Core™️ (which fuels our entire product discovery experience) learns, adapts, and evolves with every user interaction to optimize your results across all key KPIs — like revenue, conversions, and profit.
Built on proprietary algorithms, large language models, and advanced transformers, the Native Commerce Core™️ is our secret sauce that makes Constructor AI shopping assistant exceptional.
Our Native Commerce Core™️ (which fuels our entire product discovery experience) learns, adapts, and evolves with every user interaction to optimize your results across all key KPIs — like revenue, conversions, and profit.
Built on proprietary algorithms, large language models, and advanced transformers, the Native Commerce Core™️ is our secret sauce that makes Constructor AI shopping assistant exceptional.
Our Native Commerce Core™️ (which fuels our entire product discovery experience) learns, adapts, and evolves with every user interaction to optimize your results across all key KPIs — like revenue, conversions, and profit.
Built on proprietary algorithms, large language models, and advanced transformers, the Native Commerce Core™️ is our secret sauce that makes Constructor AI shopping assistant exceptional.
Our Native Commerce Core™️ (which fuels our entire product discovery experience) learns, adapts, and evolves with every user interaction to optimize your results across all key KPIs — like revenue, conversions, and profit.
Built on proprietary algorithms, large language models, and advanced transformers, the Native Commerce Core™️ is our secret sauce that makes Constructor AI shopping assistant exceptional.
Why Constructor?
Constructor ingests the full, verified clickstream from your ecommerce site. This allows our platform to learn in real-time what works best from the actual behavioral data of your shoppers.
With reinforcement learning, our AI-powered reasoning engine continually optimises toward actions that lead to stronger engagement or conversion.
Other solutions analyse only a portion of your behavioral data, often in delayed, batch processes, which prevents them from optimising the current session. If you aren’t consistently seeing improved business results from product discovery, it’s probably time to make a change.
Product discovery for enterprise ecommerce is all we do and we’ve built a platform that solves for this (and only this).
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."
See how Constructor helped Belk drive +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.
See how Constructor helped Rugs Direct increase AOV by 16.5%
See how Constructor helped Target Australia drive +A$13M in search revenue.
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."
See how Constructor helped Belk drive +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.
See how Constructor helped Rugs Direct increase AOV by 16.5%
See how Constructor helped Target Australia drive +A$13M in search revenue.
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."
See how Constructor helped Belk drive +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.
See how Constructor helped Rugs Direct increase AOV by 16.5%
See how Constructor helped Target Australia drive +A$13M in search revenue.
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."
See how Constructor helped Belk drive +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.
See how Constructor helped Rugs Direct increase AOV by 16.5%
See how Constructor helped Target Australia drive +A$13M in search revenue.
Analyst Performance
Constructor is the only product discovery vendor named as a leader by Forrester, Gartner, and IDC

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

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

IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026
Take our platform for a free test drive with the Constructor Proof Schedule