Clustering billions of products for agentic commerce with Catalog API
Building an LLM-powered pipeline to match product listings across millions of merchants into a unified catalog that AI agents can search.
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Building an LLM-powered pipeline to match product listings across millions of merchants into a unified catalog that AI agents can search.
Production training data only captures successful queries; it can't teach a model when to say no. We built an automated curation pipeline using LLM judge consensus to close that gap.
Quick lets anyone at Shopify ship a site in seconds. It has changed the culture of how we build and share.