Beyond classification: How AI agents are evolving Shopify's product taxonomy at scale

Beyond classification: How AI agents are evolving Shopify's product taxonomy at scale

Beyond classification: How AI agents are evolving Shopify's product taxonomy at scale

Original URL: https://shopify.engineering/product-taxonomy-at-scale

Article Written: October 1, 2023

Added: October 14, 2025

Type: project

Summary

This article discusses how Shopify has transformed its product taxonomy management from manual processes to an AI-driven multi-agent system. The new system addresses challenges such as scaling taxonomy, maintaining consistency, and ensuring quality through automated analysis and domain expertise. By integrating real product data and employing specialized AI agents, Shopify can proactively adapt its taxonomy to meet evolving merchant and customer needs. The article highlights the efficiency gains and quality improvements achieved through this innovative approach.