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    • Native Commerce Core™

      Constructor’s holistic suite of AI-native tools is designed specifically for enterprise ecommerce.

    • 2025-forrester-wave-hero-image-800w@2x

      Constructor is a Leader in The Forrester Wave™: Commerce Search And Product Discovery Solutions, Q3 2025

      Download the report to read Forrester’s in-depth evaluation of the 9 most significant commerce search and product discovery solution providers.

        • Search & Autosuggest

          Hyper-personalized ecommerce search driven by AI and real-time shopper behavior.

        • Browse

          Personalize your ecommerce category pages for maximum conversions.

        • Recommendations

          Drive upsells and increase RPV with hyper-personalized product recommendations.

        • Collections

          Dynamic, personalized ecommerce collection pages that learn from every search, click, and purchase.

        • AI Shopping Agent

          Help your online customers discover great products faster.

        • AI Product Insights Agent

          Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).

        • Merchant Controls & Intelligence

          Get the ecommerce merchandising controls and insights you need to make high-impact changes that drive revenue.

        • Attribute Enrichment

          Automatically enrich product attributes and categories to give shoppers the best possible experience.

        • Retail Media

          Constructor Sponsored Listings complement (instead of compete with) your organic results.

        • Cross-Channel & Offsite Discovery

          Create and launch personalized, data-driven marketing campaigns across digital channels.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

    • 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.

        • 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.

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          Help every shopper fill their basket — faster, smarter, and more profitably.

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          Make researching and buying furniture feel effortless.

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          Show appealing product results from large, complex catalogs.

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      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.

        • Upcoming Events

          Visit us in person at ecommerce industry events.

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          New research, guidance, and insights for the future of retail.

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          Educational webinars, conversations with Constructor partners, and more.

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          The latest ideas and news from the frontier of commerce search and discovery.

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          Read Constructor's latest news coverage and press announcements.

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          Learn about the components of Constructor's advanced, AI-powered product discovery suite.

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          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.

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          Constructor is building the next generation of search solutions.

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Browse

Create personalized category pages for maximum ecommerce conversions

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What We Do

Get fully automated 1:1 product personalization across your entire ecommerce site

Leverage advanced ecommerce AI together with your full, verified clickstream to create personalized category pages that adapt to individual shopper behavior in real time. This ensures shoppers find exactly what they need — while allowing you to optimize for your most important KPIs.

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
Capabilities

AI-Supported Searchandising@2x

Combine your expertise with our AI to hit your KPIs faster

  • Use algorithmic searchandising to curate personalized category pages that help customers find products more easily and prioritize ecommerce business goals

  • Combine your own Browse rules with AI rules that target your most important business KPIs, using a 'manage by exception' approach to focus only on deviations from expected outcomes

  • Automate complex merchandising tasks by setting dynamic rules and match criteria, reducing manual setup while improving search attractiveness

Book a Demo

Consistent Experience@2x

Deliver a seamless shopping experience

  • Constructor’s AI continuously optimizes product displays across your entire ecommerce site, ensuring shoppers always see what matters most 

  • Behavioral data and real-time learning adjust product rankings dynamically, matching each customer’s preferences and shopping intent

  • Predictive analytics and actionable insights specific to product discovery help you monitor performance, run experiments, and continuously refine your ecommerce strategy
Book a Demo

Global Facet Management@2x-2

Optimize product discovery with smart facet management

  • Combine your facet management decisions with Constructor’s AI-powered systems to deliver more relevant product results and higher conversion rates

  • Control how product attributes like size, color, and price appear, ensuring customers can easily filter and explore your catalog by showing only relevant facets for each search or specific category page

  • Expand, collapse, or hide facets based on your merchandising strategy to create a cleaner, more intuitive browsing experience
Book a Demo

Features

Get a competitive edge with browse solutions designed specifically for enterprise ecommerce

  • Boosting
  • Burying
  • Slotting
  • Blocklisting
  • Facet Management
  • Redirects
  • Global, Category, Collection & Query Rules
  • AI-Recommended Optimizations
  • Analytics & Insights
  • Best-in-Breed Customer Success
  • API-First & Headless
  • Secure & Compliant

Industry Applications

How leading industries use AI-powered Browse to improve category discovery

  • Fashion shoppers often browse with inspiration, not exact products in mind. Constructor’s AI-powered Browse personalizes category pages based on style affinity, fit preferences, price sensitivity, and real-time behavior — so shoppers see the products they’re most likely to love first. Category pages adapt dynamically to trends, seasonality, and individual taste, surfacing more attractive assortments. And while the AI does the heavy lifting, merchandisers can layer on manual rules where they want to for strategic purposes. This helps fashion retailers increase conversion, reduce choice overload, and improve sell-through while maintaining full merchandising control.

  • Grocery category pages must balance speed, availability, and relevance at scale. Constructor’s Browse optimizes category rankings based on household buying patterns, brand loyalty, dietary preferences, and in-stock inventory. Instead of static aisles, shoppers see smarter category experiences that prioritize frequently purchased items, relevant promotions, and preferred brands. This results in faster navigation, larger basket sizes, and improved loyalty — even when assortments change daily.

  • Furniture browsing is exploratory and high-consideration. Constructor’s Browse helps shoppers navigate large assortments by dynamically ranking products based on style preferences, price range, popularity, and in-session behavior. Category pages can adapt to project-based intent — surfacing cohesive collections, best-selling configurations, or complementary styles — helping shoppers narrow options without friction. The result is more confident discovery, higher engagement, and improved conversion on big-ticket items.

  • Large, multi-category catalogs often overwhelm shoppers with too many choices. Constructor’s Browse personalizes category pages across departments — from electronics to beauty to home — using real shopper behavior to prioritize what’s most attractive in each context. Instead of one-size-fits-all rankings, category pages adapt by shopper intent, seasonality, and performance signals, reducing friction across complex browsing journeys and lifting conversion across the entire storefront.

  • Modern consumers expect category pages to feel relevant immediately. Constructor’s Browse uses AI and real-time behavioral signals to personalize product rankings for each shopper — without requiring them to search. By optimizing category pages for conversion and revenue (not just relevance), Browse helps shoppers discover better products faster, keeps them engaged longer, and increases repeat visits. The result is a more intuitive browsing experience that drives measurable business outcomes.

  • B2B buyers rely heavily on category pages to navigate large, spec-driven catalogs. Constructor’s Browse intelligently ranks products based on customer-specific pricing, purchasing history, availability, and compatibility — making it easier for buyers to find the right SKUs quickly. Category pages can adapt to account-level behavior and industry logic, helping B2B companies reduce time-to-purchase, increase average order size, and support self-serve buying at scale.

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Customer Stories
kyle-sutter
tony-gabriele
kyle-sutter
tony-gabriele
kyle-sutter
tony-gabriele
kyle-sutter
tony-gabriele
fisheries-supply-black

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
Read the Full Story
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re 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. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Product, Petco
Read the Full Story
fisheries-supply-black

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
Read the Full Story
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re 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. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Product, Petco
Read the Full Story
fisheries-supply-black

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
Read the Full Story
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re 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. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Product, Petco
Read the Full Story
fisheries-supply-black

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
Read the Full Story
petco-black

See how Constructor helped Petco drive a 13% higher conversion rate

“We’re 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. Our team has been extremely impressed with Constructor.”
Tony Gabriele
VP Product, Petco
Read the Full Story

Our Solution

Browse works seamlessly across Constructor's holistic suite of tools

Our powerful Browse solution is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce. 

Browse is anchored on a constant user feedback loop derived from your shoppers’ unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs.

See Our Core
Constructor suite of tools circling Native Commerce Core
Constructor suite of tools circling Native Commerce Core

Our powerful Browse solution is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce. 

Browse is anchored on a constant user feedback loop derived from your shoppers’ unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs.

See Our Core
Our Suite

A fully integrated suite of ecommerce search and product discovery solutions

Search
Generate customer-first, AI-powered ecommerce search results that increase critical revenue metrics.
Learn More
Browse
Provide personalized, optimized shopping experiences for every customer on every category page.
Learn More
AI Shopping Agent
Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization.
Learn More
AI Product Insights Agent
Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).
Learn More
Recommendations
Complement the shopping experience with the right recommendations for each customer at exactly the right time.
Learn More
Collections
Automatically organize products into themed, AI-powered, personalized landing pages to create a shopping experience that sparks joy — and ROI.
Learn More
Quizzes
Drive more revenue and build stronger relationships based on information your customers want you to know.
Learn More
Merchant Controls & Intelligence
Manage your entire discovery experience in one platform, then level up with actionable insights and predictive analytics.
Learn More
Attribute Enrichment
Kick manual work aside and enrich the product and category attributes your customers need to find the products they love.
Learn More
B2B Solutions
Tackle complex products, large catalogs, and dynamic pricing at the speed of B2B enterprise — all while maximizing your profit margin.
Learn More
Retail Media
Show the optimal mix of sponsored listings that drive revenue without harming your brand.
Learn More
Cross-Channel and Offsite Discovery
Provide a connected omnichannel discovery experience across both digital and physical touchpoints.
Learn More

Frequently Asked Questions

  • Personalized category pages utilize advanced AI and first-party shopper behavior data to tailor the products shown to each visitor on a one-to-one basis. Instead of generic product suggestions, customers see products tailored to their interests and intent at that exact moment. This boosts user engagement and conversion rate.

  • Browse is designed for enterprise ecommerce brands with medium to large product catalogs and meaningful site traffic. It works particularly well for retailers with complex category structures and high SKU counts, where manual merchandising and static rules don’t scale. By learning from real shopper behavior, Browse takes the heavy lifting out of customizing category pages at scale. This improves product discovery and drives revenue without requiring constant manual intervention.

  • Many ecommerce category page solutions rank products based on static rules, attribute relevance, or popularity signals. This often results in the same product order for every shopper. In contrast, Constructor’s Browse uses advanced machine learning and real shopper behavior to continuously optimize category pages for ecommerce outcomes like conversion rate, revenue, and profit. Instead of showing a single “relevant” ranking, Constructor delivers 1:1 product ordering that adapts to each shopper’s context and intent in real time. This helps customers find products they’re more likely to buy while driving measurable business impact beyond relevance alone.

  • Yes. Merchants can set rules to boost, bury, hide, or promote products and facets alongside or instead of AI decisions. This allows your team to have a hybrid approach of automated optimization and manual control to drive brand-aligned outcomes.

  • Yes. Browse includes smart facet management so customers can navigate by attributes like size, price, brand, and more, with filters rendered dynamically based on 1:1 personalization. 

  • Browse works in tandem with your search bar and recommendations as part of a single, connected discovery platform. Constructor’s proprietary engine collects full, verified shopper clickstream data across every product discovery touchpoint — including Browse, Search, and Recommendations. That behavioral data fuels a reinforcement learning loop that continuously learns from what shoppers click, ignore, and buy, thereby strengthening rankings over time and dynamically optimizing product order in real-time based on what actually drives business outcomes. 

    As a result, insights learned in one area (such as search) immediately improve performance everywhere else. In essence, you create a discovery experience that improves with every interaction across as much of your ecommerce experience as you choose.

  • Personalized ecommerce category pages provide value for both customers and brands alike. By surfacing the right product results at the right time — including from trending and popular categories — Browse can help improve product visibility, thus increasing conversion rate, revenue per visit (RPV), average order value (AOV), and overall sales while boosting customer engagement.

  • Yes. Browse is API-first and compatible with headless architectures and responsive designs, ensuring a seamless discovery experience across devices.

  • Constructor pairs each customer with a dedicated team and begins with a low-risk, data-driven Proof Schedule. Most retailers integrate in weeks, not months. We handle ingesting your product data, setting up event tracking, and tuning configurations so the experience performs optimally from day one. Breadcrumbs can also be implemented to improve navigation on category pages, helping users understand their location on the site.

Book a Demo

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.

Request an Audit
  • 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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