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. 

Our Solutions

A full suite for product discovery

Why a reasoning engine beats a search engine.

Capability

Traditional Search Engine

Reasoning Engine

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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
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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.

You keep transparency and control

Security & Compliance

Enterprise-grade security, privacy, and compliance

  • 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
Request an Audit
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
Get an Agentic Audit