
Constructor
About Constructor
Constructor doesn’t just personalize — it reasons. Our AI-native platform interprets behavior, context, and intent to power search, browse, recommendations, retail media, and shopping agents, delivering the right product in the right moment to drive revenue.
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Our Projects & Clients

Petco
Petco boosted ecommerce performance with Constructor’s AI-powered Search, Browse, Recommendations, and Collections. The results: +13% site conversions and +4% sitewide revenue, while advanced merchandising controls empowered the team to optimize results, personalize experiences, and drive incremental revenue across millions of SKUs.

Constructor
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Grove Collaborative
Grove Collaborative replaced their resource-heavy, homegrown discovery tools with Constructor’s AI-native Search, Autosuggest, Browse, and Recommendations. The result: 20.07x ROI, major lifts in revenue and engagement, and reduced manual merchandising overhead—freeing teams to focus on strategy while delivering higher-value, personalized shopper experiences.

Constructor
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Belk
Belk, the largest privately owned U.S. department store chain, modernized product discovery with Constructor’s Search, Autosuggest, and AI Shopping Agent. The results: $35M in incremental revenue, +7.4% revenue per visitor, and 2x conversion from ASA users. Beyond ROI, Belk gained scalable automation, continuous optimization, and a reputation boost as a retail innovator.

Constructor
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Monica Vinader
Monica Vinader elevated ecommerce performance with Constructor’s geo-personalized ranking and product discovery tools. Initial implementation drove a +2.6% purchase conversion lift, while the US-specific geo test delivered a +5% lift, boosting revenue, surfacing higher-value items, and enabling data-driven merchandising across markets.

Constructor
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