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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.

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      • SHOPPING AGENTS

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          Helps shoppers find what they want to buy using natural language

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

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          Ecommerce search driven by AI and real-time shopper behavior

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          Personalize your ecommerce category pages for maximum conversion

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

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

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

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          Enrich product and category attributes using GenAI to improve discoverability

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          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.

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        • B2C

          Help more shoppers find the right products for them.

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

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          Tailor discovery experiences to every season, trend, and shopper.

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          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.

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          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.

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          Constructor is building the next generation of search solutions.

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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
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Posts by: Nate Roy

Nate Roy is Sr. Director of Brand & Content at Constructor. He is passionate about building seamless and interconnected customer journeys that deliver truly differentiated value at each stage — drawing heavily from his background in customer success and sales roles. Prior to Constructor, Nate was Director of Presales Engineering at Paperless Parts, Sales Engineering manager at Salsify and Technical Consultant at HubSpot.

February 9, 2026
Beyond the Search Bar: Enhancing Product Discovery Through AI Agents
As people grow more comfortable asking questions online through large language models (LLMs) and voice assistants, digital shopping is quickly becoming more conversational. While traditional site search remains critically important, advances in AI...
November 6, 2025
Bringing AI-Powered Conversational Commerce to Product Detail Pages
In the same way tools like ChatGPT and Perplexity have redefined search, shoppers now expect conversational, context-aware guidance everywhere they browse, including your site. Over half of Americans have used ChatGPT, and one-third use it several...
February 9, 2026
Beyond the Search Bar: Enhancing Product Discovery Through AI Agents
As people grow more comfortable asking questions online through large language models (LLMs) and voice assistants, digital shopping is quickly becoming more conversational. While traditional site search remains critically important, advances in AI...
November 6, 2025
Bringing AI-Powered Conversational Commerce to Product Detail Pages
In the same way tools like ChatGPT and Perplexity have redefined search, shoppers now expect conversational, context-aware guidance everywhere they browse, including your site. Over half of Americans have used ChatGPT, and one-third use it several...
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March 18
2025
Optimizing Browse and Collection Pages: 5 Searchandising A/B Test Strategies to Try
Nate Roy
a/b test strategies for browse and collection pages
Nate Roy
February 26
2025
Optimizing Autocomplete: Five A/B Testing Strategies to Start With
Nate Roy
a/b testing strategies to optimize autocomplete
Nate Roy
October 28
2024
Why Keyword Relevance Testing Is the Wrong Way to Audit Your Ecommerce Search Algorithm
Nate Roy
keyword relevance testing
Nate Roy
October 16
2024
Audit Your Search and Product Discovery Experience [+ Free Checklist]
Nate Roy
audit ecommerce search and product discovery experience
Nate Roy
June 10
2024
“Leverage AI-Enhanced Merchandising and Personalization for Ecommerce Success:” Key Webinar Takeaways
Nate Roy
Woman laying on floor with a credit card and laptop
Nate Roy
May 16
2024
B2B Online Chicago 2024: Key Takeaways From the Floor
Nate Roy
Constructor team at B2B Online Chicago 2024
Nate Roy
January 24
2024
Constructor Named in Gartner® Quick Answer Report: How GenAI Impacts Digital Commerce Search & Discovery Experience
Nate Roy
constructor company news
Nate Roy
November 15
2023
Introducing Merchant Intelligence
Nate Roy
constructor merchant intelligence launch
Nate Roy
September 6
2023
Constructor Named a Strong Performer in The Forrester Wave™ for Commerce Search And Product Discovery, Q3 2023
Nate Roy
Constructor Named a Strong Performer in The Forrester Wave™ for Commerce Search And Product Discovery, Q3 2023
Nate Roy
August 2
2023
Native Commerce Core™: The Most Powerful AI for Enterprise Product Discovery
Nate Roy
Constructor product icons orbiting the Native Commerce Core
Nate Roy
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