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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.

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Posts by: Eli Finkelshteyn

March 3, 2025
Don’t Stop at Search Relevance in Ecommerce
Up to 60% of online shoppers agree that it’s important for retailers to offer advanced site search, according to Forrester Research. It’s no wonder that people working on and evaluating search engines for ecommerce sites have strived for years to...
July 2, 2024
How AI Will Continue to Impact Retail In Coming Years
To cut through the AI hype, retailers should look past the noise, consider the realities behind ecommerce AI myths, and focus on strategies that deliver real value. Because the truth of the matter is, AI’s impact on retail is only beginning. As...
March 3, 2025
Don’t Stop at Search Relevance in Ecommerce
Up to 60% of online shoppers agree that it’s important for retailers to offer advanced site search, according to Forrester Research. It’s no wonder that people working on and evaluating search engines for ecommerce sites have strived for years to...
July 2, 2024
How AI Will Continue to Impact Retail In Coming Years
To cut through the AI hype, retailers should look past the noise, consider the realities behind ecommerce AI myths, and focus on strategies that deliver real value. Because the truth of the matter is, AI’s impact on retail is only beginning. As...
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March 3
2025
Don’t Stop at Search Relevance in Ecommerce
Eli Finkelshteyn
attractiveness over search relevance ecommerce
Eli Finkelshteyn
July 2
2024
How AI Will Continue to Impact Retail In Coming Years
Eli Finkelshteyn
impact of ai in ecommerce retail
Eli Finkelshteyn
June 17
2024
A Note From the CEO: Not Losing Sight of What's Important
Eli Finkelshteyn
Constructor
Eli Finkelshteyn
May 28
2024
Build vs Buy in Generative AI
Eli Finkelshteyn
build vs buy in generative ai constructor
Eli Finkelshteyn
May 25
2023
ChatGPT for Ecommerce: 3 Rules of Engagement
Eli Finkelshteyn
chatgpt for ecommerce rules of engagement
Eli Finkelshteyn
September 30
2022
The Best-of-Breed Software Secret? Customer Success.
Eli Finkelshteyn
5 star ratings served on a platter
Eli Finkelshteyn
January 24
2022
Ecommerce Website Localization with Composable Commerce
Eli Finkelshteyn
Eli Finkelshteyn
June 13
2019
Data Moats Are Not Just About the Data
Eli Finkelshteyn
Eli Finkelshteyn
February 4
2015
Why You Should Care About Autocomplete
Eli Finkelshteyn
Eli Finkelshteyn

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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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