A connected system of intelligent discovery channels
Constructor’s Commerce Reasoning Engine is fed by behavioral clickstream from your website and augmented by petabytes of other shopper and market data. This single engine then informs each of your discovery touchpoints and uses reinforcement learning to get smarter and more personalized with every interaction in real-time.
A full suite for product discovery
AI 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 & Browse \ Deliver personalized results for search and category pages 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
Offsite Shopper Experiences
Email Recommendations \ Show tailored content at scale to customers right in their inbox SMS & Mobile Notifications \ Drive faster decisions with the right product message at the right time In-Store \ Extend the intelligence of your online experience into the physical store
Answer Engine Assistants (Beta)
Provide real-time data to facilitate discovery and purchase via Answer Engines like ChatGPT
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
Why a reasoning engine beats a search engine.
Capability
Traditional Search Engine
Reasoning Engine
Capability
Core Architecture
How Queries Are Handled
Discovery Scope
Cross-Channel Intelligence
Explainability
Traditional Search Engine
Built on keyword matching, with AI added as an enhancement
Matches query words to indexed product data
Focused mainly on search results pages. Other discovery tools are separate systems
Insights from search stay siloed within search
Hard to understand why certain results appear
Reasoning Engine
Built AI-native to interpret intent and context
Reasons through intent, behavior, and product signals to find the best results
Designed to improve each discovery touchpoint equally
Leverages shared intelligence across channels like website, email, SMS, and agents
Can explain why results were chosen and why they fit a specific shopper
You keep transparency and control
Understand the reasoning behind every AI decision. Add your expertise with intuitive, hands-on controls where you need them.
Enterprise-grade security, privacy, and compliance
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Ensure you stay compliant with regulations like GDPR and CCPA, and all major security frameworks like ISO 27001 and SOC 2.
Product insights are informed directly by users interacting with your website. No PII required.
Routine infrastructure testing by our dedicated security team keeps you and your customers secure.
Request a Constructor Audit
Get a custom brief of how product discovery can improve on your site. Emailed directly to you.
Search Audit
Analyze search results quality
Uncover lost revenue opportunities
Pinpoint irrelevant results from more complex queries
Uncover UX opportunities for Search, Autocomplete, and PLPs
Agentic Audit
Learn where agents can improve conversion on your site
Identify high-friction points where agents can sustain customer momentum
See in-market examples of agentic experiences relevant to your business
Get a tailored set of recommended next steps for adding agentic experiences to your site.