How AI Agents are Evolving Shopify's Product Taxonomy at Scale (2025) - Shopify
Oct 9, 2025
Summary
This post details the development of an AI multi-agent system for continuous product taxonomy evolution. It introduces specialized agents for structural consistency and product-driven insights, intelligent synthesis of these insights, and a novel equivalence detection mechanism for categories filtered by attribute values. The system grounds taxonomy decisions in real merchant product data and includes automated quality assurance with AI judges.
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