Level Up With Constructor
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.
Verify our results with a demo
Trusted by Global Brands and Retailers
Analyst Performance
Constructor is the only product discovery vendor named as a leader by Gartner, Forrester, and IDC

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

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

IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026
Why Choose Us
From Discovery to Decision
Constructor
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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
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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
Constructor continually learns and improves as it gathers full clickstream data and sees the impact of initial results
Improve more slowly - or not at all - without a first-party data flywheel in place
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
Do not offer a fully integrated suite ecommerce search and product discovery solutions
We’ve spent the last 10 years talking to merchandisers, understanding the tools they need and systematically adding them to the platform
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:
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Deliver personalized results in real time across search, browse, recommendations, and every touchpoint.
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Upgrade your discovery experience with proven, leading innovations — like adaptive interfaces and AI agents — without rebuilding your tech stack.
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Drive measurable revenue growth with AI-powered ranking that learns continuously from real shopper behavior and product data.
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Stay in control with intuitive merchandising tools that make curation, promotions, and overrides simple, transparent, and fast.
How Petco drove a 13% lift in ecommerce conversions with Constructor
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
15% increase in RPV with Search and Browse
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
15% increase in RPV with Search and Browse
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
15% increase in RPV with Search and Browse
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
15% increase in RPV with Search and Browse
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
+A$13M in search revenue.
FAQs
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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.
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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.
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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.
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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.
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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.
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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?