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Constructor vs Lily AI

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ConstructorCommerce Search and Merchandising
Lily AICommerce Search and Merchandising
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Commerce Search and Merchandising

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Commerce Search and Merchandising

Overview
Focus
Commerce Search and Merchandising
Commerce Search and Merchandising
Product
Constructor provides AI-powered product discovery with search, browse, recommendations, and quizzes that optimize for revenue and conversions.
AI product attributes platform for retail that enriches product data with consumer-centric language to improve search and discovery.
Headquarters
San Francisco, California
Mountain View, California
Company size
51-200 employees
51-200 employees
Founded
2015
2015
Pricing details
Free options
Free trial
Source updated
Oct 29, 2026
Nov 2, 2026

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Commerce Search and Merchandising