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Constructor

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The reasoning engine powering commerce discovery

Constructor handles search, browse, recommendations, and category merchandising for large retailers, optimizing results against revenue rather than relevance scores. The platform learns from session-level behavior and adapts ranking in real time, letting merchandisers set business rules without overriding the model. Built for retail and grocery commerce teams running high-SKU catalogs, it targets ecommerce directors who have outgrown bolt-on search vendors and want discovery tied directly to GMV outcomes.

> what it does for ecommerce

  • Optimizes search and browse ranking against revenue, not relevance scores
  • Adapts results per session using behavioral and intent signals
  • Supports merchandiser rules layered on top of model output
  • Handles high-SKU grocery and apparel catalogs at enterprise scale
  • Unifies search, recommendations, browse, and collections under one model