Constructor vs Alternatives: Maximize Revenue Lift with AI-Powered Search
Shoppers today demand more from search and product discovery experiences. They expect to see the right product, in the right context, at the right time.
Unlike competitors, Constructor is the only AI-native search platform that delivers reinforcement-learning based product discovery that tailors to your site and your shoppers.
We have gone through over 80 A/B tests against competitors and never lost one, consistently outperforming by a minimum of 3%. See a detailed analysis of Constructor and key competitors by users below.
Chat with us to learn how we deliver significant KPI and revenue lifts for enterprise retailers in fashion & apparel, furniture & home goods, grocery, electronics, B2B manufacturing, and beyond. Book a demo today.
Verify our results with a demo
Trusted by Global Brands and Retailers
Analyst Performance
Constructor is the only product discovery vendor named as a leader by Gartner, Forrester, and IDC

2025 Gartner® Magic Quadrant™ for Search & Product Discovery Report

The Forrester Wave™: Commerce Search and Product Discovery Solutions, Q3 2025.

IDC MarketScape: Worldwide Retail GenAI-Driven Product Discovery and Search Tools 2025–2026
What Real Users Say on G2
The Only Modern, Differentiated Product Discovery Platform
95% of surveyed customers are willing to recommend Constructor to colleagues, and 98% say Constructor has been a good partner to do business with. We’ve been through over 80 A/B tests against competitors and have never lost one — which is why so many customers have ditched their legacy vendors and switched to Constructor.
Enterprise Ecommerce Search & Discovery
Personalized Discovery, Optimized By Advanced AI Reasoning
Enterprise ecommerce search and product discovery is the only thing we do.
Constructor entered a crowded product discovery space and immediately set a new standard. We deliver the best customer metrics in the industry thanks to a truly different approach.
It all starts with our proprietary architecture: a search core built specifically for ecommerce, not Lucene or legacy frameworks.
That foundation lets us understand shopper intent on a deeper level, respond in real time, and turn every search into measurable business growth.
With Constructor, you're able to:
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Deliver personalized experiences in real time across search, browse, recommendations, and every touchpoint.
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Upgrade your discovery experience with proven, leading innovations — like adaptive interfaces and AI agents — without rebuilding your tech stack.
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Drive measurable revenue growth with AI-powered ranking that learns continuously from real shopper behavior and product data.
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Stay in control with intuitive merchandising tools that make curation, promotions, and overrides simple, transparent, and fast.
Product Suite
Product Suite
Bring together sitewide ecommerce search and product discovery, merchant solutions, and enterprise-ready delivery — all in one AI-powered, KPI-obsessed platform built for the results that matter to you.
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Generate customer-first, AI-powered ecommerce search results that increase critical revenue metrics.
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Drive personalized, optimized shopping experiences for each customer on every category page.
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Complement and optimize the shopping experience with the right recommendations for each customer at exactly the right time.
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Automatically organize products into themed, personalized landing pages to create a shopping experience that sparks joy — and ROI.
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Deliver futuristic discovery experiences with engaging, conversational AI blended with 1:1 personalization.
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Drive more revenue and build stronger relationships based on information your customers want you to know.
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Manage your entire product discovery experience in one platform — and then level up with actionable insights and predictive analytics.
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Kick manual work aside and let AI enrich product and category attributes your customers need to find the items they love.
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Return personalized ads that complement organic results, boosting your bottom line without frustrating your customers.
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Create and launch data-driven marketing campaigns that show the right product to the right person at just the right time.
Why Choose Us
Ditch legacy keyword engines and vector-centric platforms, and hit your revenue goals faster
Before Constructor:
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Frustrated customers
Legacy search engines don’t provide the results and hyper-personalized experiences that today’s shoppers demand, resulting in lost customers and revenue. -
Technical debt
Manual workarounds, bolt-on solutions, and time-consuming maintenance can create ongoing challenges for busy ecommerce teams. -
Outdated architecture
AI technology is moving fast. Legacy platforms can no longer give you the competitive edge you need. Any lag in terms of speed or reliability can cost you revenue. -
Zero flexibility
Older search engines don’t have the agility, flexibility, or scalability to meet the product discovery needs of today’s enterprise ecommerce companies.
After Constructor:
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Deliver enjoyable shopping experiences
Create a personalized customer journey from the very first in-session click, with attractive search results based on historical and real-time behavioral data. -
Exclusively ecommerce
We only focus on one thing, and that’s enterprise ecommerce. That means we understand how to drive your most important KPIs such as revenue, AOV, and conversions. -
Composable infrastructure
Modern software development principles and cloud-native technology prioritize speed, reliability, and a superior customer experience. -
Reduce team workload by 20%
Get a turnkey, user-friendly solution that saves hours of time, and doesn't require an engineering degree to operate it.
Before Constructor:
After Constructor:
Legacy search engines don’t provide the results and hyper-personalized experiences that today’s shoppers demand, resulting in lost customers and revenue.
Create a personalized customer journey from the very first in-session click, with attractive search results based on historical and real-time behavioral data.
Manual workarounds, bolt-on solutions, and time-consuming maintenance can create ongoing challenges for busy ecommerce teams.
We only focus on one thing, and that’s enterprise ecommerce. That means we understand how to drive your most important KPIs such as revenue, AOV, and conversions.
AI technology is moving fast. Legacy platforms can no longer give you the competitive edge you need. Any lag in terms of speed or reliability can cost you revenue.
Modern software development principles and cloud-native technology prioritize speed, reliability, and a superior customer experience.
Older search engines don’t have the agility, flexibility, or scalability to meet the product discovery needs of today’s enterprise ecommerce companies.
Get a turnkey, user-friendly solution that saves hours of time, and doesn't require an engineering degree to operate it.
How Petco drove a 13% lift in ecommerce conversions with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
Learn how Maxeda saw measurable lifts in add-to-carts with Constructor
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
Learn how Maxeda saw measurable lifts in add-to-carts with Constructor
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
Learn how Maxeda saw measurable lifts in add-to-carts with Constructor
+A$13M in search revenue.
How Petco drove a 13% lift in ecommerce conversions with Constructor
See how Constructor helped Rugs Direct increase AOV by 16.5%
Learn about The Very Group's journey to a composable, next-generation ecommerce experience with Constructor
Learn how home24 achieved double-digit growth in search conversions
Learn how Grove Collaborative saw 20.07x more overall ROI with Constructor
Learn how Maxeda saw measurable lifts in add-to-carts with Constructor
+A$13M in search revenue.
Backed by tangible results
FAQs
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Their core search runs on legacy technology with AI layered on top. This creates complexity, technical debt, and a heavy reliance on manual tuning — from synonym management to merchandising rules — just to maintain relevance.
Constructor was built from the ground up with native AI, LLMs, and ML — no legacy baggage. Every click, browse, and add-to-cart instantly updates the experience for that specific shopper. Our automation handles repetitive tasks while keeping merchandisers in full control, freeing them to focus on strategy.
We also bring a perfect track record — having never lost an A/B test to a competitor — and we back our promises with a Proof Schedule® that delivers projected ROI in just weeks. And our white-glove support is led by dedicated ecommerce experts who focus on your KPIs, not upselling additional products. Book a demo to see our solution in action.
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Yes, we offer a free Proof Schedule®. We know investing in AI is a significant decision, and we understand the need for assurance before commitment. This is a structured, no-risk engagement where we integrate a lightweight tracking pixel to evaluate your current search and product discovery performance. Over 2–4 weeks, we gather real-world data from your site, uncover missed opportunities, and identify measurable lifts you can expect when Constructor goes live.
By the end, you’ll have a business case built on your own data, including projections for revenue per visitor, conversion rate, and profit margin improvements. It’s proof you can take to your leadership team — and something Bloomreach doesn’t offer today. Learn more about our Proof Schedule.
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Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms like Shopify, AWS, and Braze. We provide a variety of integration approaches to make the integration process as fast and simple as possible. Learn more about our partner ecosystem.
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Constructor supports fast integrations with platforms like Salesforce Commerce Cloud, Shopify Plus, commercetools, and custom stacks. Our onboarding process is streamlined, transparent, and merchant-friendly, so your team stays focused on strategy rather than technical firefighting. We’ve helped leading ecommerce brands and retailers get set up in 8 weeks or less—and prove ROI in just 4 weeks.
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Our recommendations engine continuously learns from every shopper action — clicks, product views, add-to-carts, purchases — and adapts the experience instantly for that individual. The result is true 1:1 personalization across search, browse, recommendations, and other touchpoints, fully aligned with your business KPIs.
You can also guide the algorithm toward strategic goals — for example, boosting new arrivals, highlighting margin-rich products, or promoting seasonal items — without losing the AI’s ability to tailor the experience for each shopper.
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Constructor’s PIA ensures high-intent shoppers don’t bounce at the finish line — delivering instant, trustworthy answers to their final product questions directly on your Product Detail Pages (PDPs). PIA analyzes your existing data — reviews, product specs, manuals, support content — and incorporates external sources to generate clear, context-aware answers in real time. Learn more about agentic guided selling and Product Insight Agent.
Are you leaving revenue on the table with your current search vendor?