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      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • 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.

      View Now
        • 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.

        • Grocery

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

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      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.

      Read Now
        • 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
      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • 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.

      View Now
        • 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.

        • Grocery

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

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      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.

      Read Now
        • 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 Insights Agent

Turn Last-Minute Questions Into Confident Purchases

Constructor’s AI Product Insights 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
See Where Agentic AI Can Add Value to Your Site:
Request an Agentic Audit

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
Whitepaper

The New Discovery Layer: 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. But unlike previous shifts that primarily changed where people shopped, the agentic era changes who — or rather, what — does the shopping.

Read the Whitepaper
agentic-ai-resources-hub-image@2x
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 Insights Agent works seamlessly across Constructor's holistic suite of tools

Our powerful AI Product Insights 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 Insights 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
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
Merchant Intelligence Agent
Merchant Intelligence Agent enables teams to get direct, contextual answers to questions about dashboard results, as well as suggestions to improve performance.
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
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

See where Agentic AI can add value to your site with a complimentary Agentic Audit.

Are you leaving revenue on the table where agentic AI could be improving product discovery, shopper confidence, and conversions? Constructor’s team of AI and ecommerce experts will analyze your site and pinpoint specific opportunity areas — with no obligation.

Request an Audit
  • Learn where agents could improve conversions on your ecommerce site
  • Identify high-friction moments where shoppers lose confidence and momentum
  • See real in-market examples of agentic experiences relevant to your business
  • Get an initial set of tailored recommendations for your site

Are you leaving revenue on the table where agentic AI could be improving product discovery, shopper confidence, and conversions? Constructor’s team of AI and ecommerce experts will analyze your site and pinpoint specific opportunity areas — with no obligation.

Request an Audit
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