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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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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
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Retail Media Platform

Finally, a Retail Media platform that unlocks paid revenue without sacrificing your customer experience

Complement (instead of compete with) your organic results, thanks to Constructor's Retail Media Suite. With offerings like personalized Sponsored Listings and Retail Media Network (RMN) integrations, you can return attractive ads that boost your bottom line without frustrating your customers.

Book a Demo

What we do

An ad network that uses extensive shopper data and learns from every customer interaction on your site

 

Every search, click, add-to-cart, and conversion helps Constructor's retail media platform show the right ads to the right users at the right time

Instead of ads that compete with organic results for customers' attention, Constructor's Retail Media Suite shows the optimal mix of sponsored listings that drive revenue without harming your brand.

bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
bonobos
+9 %
Search Revenue
petco
+13 %
Search Revenue
fisheries-supply
+15 %
Revenue per user
home-24
+5 %
Revenue per visit
sephora
+$40 M
Revenue
target-au (1)
+A$13 M
Revenue
grove (1)
20.07 X
Overall ROI
CAPABILITIES

Mediation Layer@2x-1

Deliver a balanced, shopper-first experience with onsite and in-store retail media campaigns

  • Streamline mediation by calculating the best organic results, and optionally query your own RMN, external RMNs, or both

  • Rank and display sponsored and organic search results together, using a combination of attractiveness/relevance, personalization, bid amounts, and key business metrics

  • Constructor’s platform guarantees that ads are shown only where they increase your target business metric

  • Dynamically rotate Retail Media Supply without incurring additional fees
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Search and Browse Integration

Balance retail media advertising with organic revenue to increase total revenue

  • Promote attractive ads that are tailored to each customer based on unique first-party data and Constructor's proprietary ranking algorithm

  • Enjoy effortless implementation and full control if you use Constructor as your product discovery search and browse engine

  • Site-wide opportunities for sponsored listings to drive added value across search and browse spaces that are personalized to each customer experience 
Book a Demo

Collaborative Ad Management

Foster more efficient collaboration and faster, better-informed decisions with brand partners

  • Separate profiles for retailers and advertisers within a shared dashboard enable both parties to manage listings, campaigns, and bids in real time. This includes performance metrics like spend, cost per click (CPC), clicks, revenue, and return on ad spend (ROAS)

  • Via the retailer dashboard (SSP), retailers can manage where ads are shown, decide how much clicks cost per page, ensure sponsored listings complement — don’t compete — with their organic rules, and also manage their trusted advertisers' access and opportunities.

  • Via the advertiser dashboard (DSP), trusted advertisers can access a self-service platform to independently create, manage, and optimize their campaigns 
Book a Demo
Ebook

Take an in-depth look at retail media

Learn how to unlock new revenue streams or enhance your existing retail media setup.

Grab your guide to discover:

  • How to drive revenue with retail media and Sponsored Listings strategies

  • Ways to integrate and personalize results from multiple platforms

  • Best practices for optimizing revenue while maintaining a strong shopper experience
Get the Guide
retail media for ecommerce

Industry Applications

How leading industries use retail media ad spend and campaign management to drive growth, without sacrificing relevance

  • Constructor’s retail media platform helps inspire shoppers, not interrupt them. It places sponsored products directly into search results and category pages based on real shopper intent, style affinity, and context. This means brand-funded placements feel native to the shopping experience, allowing fashion retailers to unlock incremental media revenue while preserving trust, improving conversion, and avoiding irrelevant ad experiences that lead to site abandonment.

    Learn More
    retail media for fashion and apparel
  • Grocery retail media must balance monetization with speed and accuracy. Constructor’s retail media platform uses real-time shopper behavior, purchase history, and inventory signals to ensure sponsored products are relevant to the shopper’s mission (whether that’s weekly replenishment or meal planning). Promotions appear where they’re most useful, such as in search results or aisle-style category pages, helping brands influence decisions while retailers drive higher baskets and sustainable media revenue without slowing down the trip.

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    retail media for grocers
  • Relevance is critical for retail media success when it comes to high-consideration furniture purchases. Constructor’s retail media platform ensures sponsored placements appear only when they align with shopper intent, such as promoting complementary items, upgrades, or collections within relevant categories. By integrating retail media directly into product discovery, home and furniture retailers monetize premium placements while maintaining a curated, confidence-building experience for shoppers making complex decisions.

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    retail media for furniture and home goods
  • Large, multi-category retailers need retail media that scales without degrading discovery. Constructor’s retail media platform unifies sponsored and organic results under a single ranking system, ensuring digital ads meet the same relevance standards as organic products. Brands gain high-visibility placements across search and category pages, while retailers deliver consistent, shopper-first experiences that reduce friction, improve performance, and maximize total revenue across categories.

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    retail media for department and general merchandise
  • In B2C environments, retail media succeeds when it enhances — not distracts from — the shopping journey. Constructor’s retail media platform integrates sponsored products seamlessly into onsite discovery, using retailers' first-party data to determine when and where promotions add value. Retailers gain a high-margin revenue stream, while shoppers see promotions that feel timely, useful, and aligned with their intent, strengthening engagement and long-term loyalty.

    Learn More
    retail media for b2c
  • Retail media in B2B requires precision and trust. Constructor’s retail media platform enables manufacturers and suppliers to promote relevant products, accessories, or bulk offerings directly within search and category experiences — guided by account-level behavior, purchasing history, and industry logic. Sponsored placements remain highly targeted and context-aware, helping B2B companies monetize traffic while supporting efficient, self-serve buying for professional users.

    Learn More
    retail media for b2b

Our Solution

Constructor's Retail Media Suite works seamlessly across our holistic suite of ecommerce tools

The Retail Media Suite is part of Constructor's holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce. 

Its offerings are anchored on a constant user feedback loop derived from your shoppers' unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs. 

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

The Retail Media Suite is part of Constructor's holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce. 

Its offerings are anchored on a constant user feedback loop derived from your shoppers' unique Clickstream data, and augmented by the latest in NLP, transformers, and LLMs. 

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

Frequently Asked Questions

  • Traditional retail media often operates separately from product discovery, leading to ad placements that have nothing to do with shoppers’ intent in that specific moment.

    Constructor integrates sponsored products directly into search and browse experiences using the same AI, first-party data, and ranking logic as organic results. In other words, Constructor’s retail media network unifies sponsored and organic results into a single system. This ensures that sponsored placements are personalized 1:1, helping retailers drive ecommerce sales without compromising the shopper experience.

  • No. Relevance is preserved. With top retail media networks, like Constructor's, sponsored products are only shown when they align with shopper intent and context. This ensures monetization enhances discovery rather than degrading it, protecting conversion rates and long-term shopper trust.

  • Yes. Merchandisers maintain full control over placement rules, guardrails, and eligibility criteria via their advertising platform. You decide where sponsored products can appear, how many are shown, and how they interact with organic rankings.

  • The platform uses full verified clickstream data (i.e., retailers' customer data) and reinforcement learning to continuously evaluate performance. Sponsored placements are optimized over time based on outcomes like clicks, conversions, and revenue — not just impressions.

  • Yes. Constructor’s retail media offerings support sponsored placements across search results, category pages, and other discovery touchpoints, ensuring consistent performance and measurement across the onsite journey.

  • Retailers and leading brands can track performance metrics such as impressions, clicks, conversion rate, revenue, and ROAS. Because retail media is integrated into discovery, measurement is closed-loop and tied directly to real purchase outcomes.

  • Yes. Constructor's retail media channels integrate with major ecommerce platforms and headless architectures, allowing you to layer retail media onto your existing search and browse experiences without disrupting your tech stack.

  • If you already use a Retail Media Network (RMN), there’s no need to rip-and-replace to get the benefits of personalization, speed, user experience, and optimization of additional revenue streams. Constructor streamlines mediation by calculating the best organic results and optionally queries its own RMN, an external RMN, or both. 

  • No. Our retail media can be deployed independently and power as much of your ecommerce experience as you choose. However, when combined with Constructor Search, Browse, or Recommendations, sponsored and organic experiences can learn from shared signals to drive even stronger retail media growth.

Book a Demo

Is there room for improvement with your Retail Media solution?​ Find out.

Reach out to a Constructor Product Discovery Specialist to learn how our testing helps surface gaps so you can make a data-driven assessment.

Book a Demo

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