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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

        • 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.

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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.

        • 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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      • 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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February 9
2026
Beyond the Search Bar: Enhancing Product Discovery Through AI Agents
Nate Roy
enhance product discovery with agentic ai solutions
Nate Roy
November 6
2025
Bringing AI-Powered Conversational Commerce to Product Detail Pages
Nate Roy
introducing constructor ai product insight agent
Nate Roy
September 18
2025
Constructor Named a Leader in the Forrester Wave™ for Commerce Search And Product Discovery Solutions, Q3 2025
Nate Roy
Constructor Named a Leader in The Forrester Wave™: Commerce Search And Product Discovery Solutions, Q3 2025
Nate Roy
September 3
2025
AI Buzzwords, Demystified: What They Really Mean for Ecommerce Teams
Nate Roy
AI Buzzwords, Demystified: What They Really Mean for Ecommerce Teams
Nate Roy
August 12
2025
Health & Beauty Glow-up: Matching Search Intent with Attractive Results
Nate Roy
Health & Beauty Glow-up: Matching Search Intent with Attractive Results
Nate Roy
July 31
2025
How to Optimize Search & Discovery in Times of Economic Uncertainty
Nate Roy
How to Optimize Search & Discovery in Times of Economic Uncertainty
Nate Roy
June 11
2025
Decoding Search Intent Through the 4 Shopper Mindframes
Nate Roy
decoding search intent through shopper mindframes
Nate Roy
May 23
2025
Extracting Ecommerce Search Intent, from Head to Tail
Nate Roy
ecommerce search intent
Nate Roy
April 22
2025
A/B Testing Strategies to Drive More Revenue Through Recommendations
Nate Roy
A/B Testing Strategies for Recommendations
Nate Roy
March 25
2025
Introducing Constructor's Retail Media Suite
Nate Roy
Constructor Company News
Nate Roy
1 2 3

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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.

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