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  • Native Commerce Core™
    • IDC-marketscape-q4-2024-resources-hub-cover-562x562@2x

      Constructor named as a Leader in the Gartner® Magic Quadrant™ for Search & Product Discovery, 2025

      Download the report for an in depth evaluation of 15 Search and Product Discovery vendors from Gartner.

        • 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 Insight Agent

          Deliver instant, trustworthy answers to final product questions directly on your Product Detail Pages.

        • 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.

        • B2B Use-Cases

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

  • Customers
    • A_B Testing Navigation Image

      The Ultimate Guide to A/B Testing for Search & Discovery

      Discover what your ecommerce team needs to know about fixing broken testing strategies, avoiding wasted effort, and unlocking the full value of A/B testing.

        • 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.

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Book a Demo
  • Native Commerce Core™
    • IDC-marketscape-q4-2024-resources-hub-cover-562x562@2x

      Constructor named as a Leader in the Gartner® Magic Quadrant™ for Search & Product Discovery, 2025

      Download the report for an in depth evaluation of 15 Search and Product Discovery vendors from Gartner.

        • 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 Insight Agent

          Deliver instant, trustworthy answers to final product questions directly on your Product Detail Pages.

        • 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.

        • B2B Use-Cases

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Quizzes

          Create smart product recommendation quizzes that drive shopper engagement.

  • Customers
    • A_B Testing Navigation Image

      The Ultimate Guide to A/B Testing for Search & Discovery

      Discover what your ecommerce team needs to know about fixing broken testing strategies, avoiding wasted effort, and unlocking the full value of A/B testing.

        • 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

AI Product Insight Agent

Turn Last-Minute Questions Into Confident Purchases

Constructor’s AI Product Insight Agent (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).

Book a Demo

What We Do

Remove Doubt to Boost Revenue, Lower Returns & Lift AOV

Shoppers who reach your PDPs are ready to buy — but more than half still leave without purchasing. Often, they bounce because they can’t easily find answers to lingering questions.

PIA removes this friction by analyzing your existing data — reviews, product specs, manuals, support content, and more — as well as incorporating external sources to generate clear, context-aware answers in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.

With PIA, shoppers get the reassurance they need to buy with confidence — driving higher conversions, fewer returns, and greater customer loyalty.

pia-examples@2x

Shoppers who reach your PDPs are ready to buy — but more than half still leave without purchasing. Often, they bounce because they can’t easily find answers to lingering questions.

PIA removes this friction by analyzing your existing data — reviews, product specs, manuals, support content, and more — as well as incorporating external sources to generate clear, context-aware answers in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.

With PIA, shoppers get the reassurance they need to buy with confidence — driving higher conversions, fewer returns, and greater customer loyalty.

pia-examples@2x
Capabilities

Friction-Free Answers@2x

Meet shoppers at the moment of highest intent

  • Deliver real-time product Q&A exactly where it’s needed — right on your PDPs

  • Auto-answer common questions about sizes, materials, care, delivery, returns, and more

  • Ingest and synthesize content from existing reviews, specs, FAQs, and support docs — no manual input required

  • Flexible setup means no strain on your technical teams — deploy and optimize with minimal effort

Book a Demo

Agentic Guided Selling@2x

Keep Shoppers Engaged and Confident

  • Predict and surface next-best questions to remove doubts and reduce drop-off

  • Provide clear, context-aware answers that set accurate expectations and cut return rates

  • Unlock upsell opportunities by recommending compatible accessories or alternatives within the Q&A flow

Book a Demo

Customer Intelligence@2x

Learn What Shoppers Really Want to Know

  • Uncover the real questions and concerns customers have at the moment of purchase

  • Reveal gaps in product content, specs, or support materials to help teams prioritize updates, improve merchandising, enhance PDPs, and fine-tune the entire shopping experience over time

  • Continuously get smarter as PIA learns from every interaction, delivering better answers and more valuable intel with every session 

Book a Demo
Analyst Report

Discover why Constructor received the highest score in Conversational Search from Gartner®

Download the Gartner® Magic Quadrant™ for Search & Product Discovery, 2025 for an in-depth evaluation of 15 Search and Product Discovery vendors and learn why Constructor was named a Leader.

Download the Report
gartner-mq-2025-resources-hub-cover-562x562@2x (2)
Customer Stories
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
tony-gabriele
gianluca-randisi-1
Paul Hornby
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 Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“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
Chief Product Officer, home24
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
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 Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“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
Chief Product Officer, home24
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
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 Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“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
Chief Product Officer, home24
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview
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 Digital Strategy, Petco
Read the Full Story
home-24-black

Learn how home24 achieved double-digit growth in search conversions

“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
Chief Product Officer, home24
Read the Full Story
the-very-group-black

“What we loved about Constructor was the fact that it’s built on true glassbox AI."

“Constructor's AI will merchandise our product catalog and our product categories for us, and will do it in a way that helps us to understand why it’s made the choices it's made, gives our human beings the opportunity to intervene when we think there’s a real need, all while creating an ecosystem where we can work with Constructor to challenge the algorithm and continue to tweak and evolve it.”
Paul Hornby
Digital Customer Experience Director, The Very Group
Watch the Interview

Our Solution

AI Product Insight Agent works seamlessly across Constructor's holistic suite of tools

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

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

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

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
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
AI Shopping Agent
Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization.
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

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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