Skip to content
Logo-black
      • 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
Back to Customers

Bonobos Rapidly Transforms Product Search & Discovery Experience with Minimal Engineering Costs

bonobos (1)
+92 %
Recommendations
Conversions
Industry
Menswear
Headquarters
New York City, New York, USA
Solutions
Search, Autosuggest, Browse, Recommendations
bonobos (1)
+92 %
Recommendations
Conversions
“With Elasticsearch, we struggled to provide our customers with an advanced, enjoyable product discovery experience, and other vendors struggled to provide value during sales conversations. Constructor changed that. Not only did they provide actionable insights about our site during the sales process, but their entire product discovery platform allowed us to provide personalized results for all our users while actually optimizing for business results we care about."
britt-ballard-1
Britt Ballard
Senior Director of Engineering, Bonobos
Go to the Results

About Bonobos

Bonobos, the archetype of the DNVB category, lives and breathes online clothes shopping.

As a fast growing digitally native brand with an expanding catalog and a growing multi-channel strategy, the team at Bonobos knew their product discovery experience needed to look and feel as good as the clothes they sell.


They also knew that providing customers with a lightning-fast & personalized search, browse, and recommendations experience was a low-hanging-fruit opportunity that would give users a premium experience while lifting revenue.

Go to the Results
store-interior-v002
store-interior-v002

As a fast growing digitally native brand with an expanding catalog and a growing multi-channel strategy, the team at Bonobos knew their product discovery experience needed to look and feel as good as the clothes they sell.


They also knew that providing customers with a lightning-fast & personalized search, browse, and recommendations experience was a low-hanging-fruit opportunity that would give users a premium experience while lifting revenue.

Go to the Results

The Challenge

Their current product discovery solution was built in-house on Elasticsearch, and it worked well for a time. But it also had some major issues.

Long tail queries weren’t handled properly. There
was no personalization. Autocomplete and
recommendations needed to be maintained
separately. 

The product discovery experiences weren’t learning from each other. And like any other Lucene-based system, no amount of manual tuning will ever allow it to automatically optimize results for a business KPI. This was a problem that needed fixing, immediately. 

The Solution

Where Constructor Comes In

After hearing Constructor talk about powering the exact customer experience they hoped for, while also optimizing for the specific metrics they cared about, they were interested. 

Constructor approached product discovery challenges differently. 

Bonobos then entered Constructor's "Proof Schedule". After installing a Beacon and sharing a product feed, Bonobos was able to confirm empirically that Constructor was different... and much better. The Beacon gave Bonobos a panoramic overview of how Constructor’s ML-backed product discovery tools would provide their users with amazing on-site experiences while optimizing for their critical business goals. 

 

The only problem? Black Friday was approaching fast and there was little time left for implementation.

The Results

Since implementing Constructor, Bonobos has seen a considerable return on their investment.

+9 %
in search revenue
+6 %
in Browse conversions
+92 %
in Recommendation conversions
+22 %
in Recommendations AOV
Constructor hit every implementation milestone in time for Black Friday and delivered the experience the team was hoping for on a tight deadline. Constructor's engineering team paired daily with Bonobos' team, even setting up a shared Slack channel for rapid communication. Questions were answered immediately, the integration was a breeze, and the results were stellar.

Is there room for improvement with your current search vendor?​ 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

Constructor.io Logo
  • Technology
    • Native Commerce Core™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
  • Technology
    • Native Commerce Core™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
© 2026 Constructor All rights reserved
  • Terms of Service
  • Privacy Policy