{"type":"post","id":"shopify-s-generative-discovery-model-fd2f6f","slug":"shopify-s-generative-discovery-model-fd2f6f","title":"Shopify’s generative discovery model","description":"Shopify says a shared generative model for search and recommendations is now in production, with reported gains in Shop home-feed outcomes and search relevance.","retrieval_nugget":"Shopify says a shared generative model for search and recommendations is now in production, with reported gains in Shop home-feed outcomes and search relevance. The case matters to AI builders because it shows how a shared product representation and joint training can support multiple retrieval tasks at catalog scale.","published_at":"2026-11-12","updated_at":"2026-11-12","record_date":"2026-11-12","date_kind":"published_at","topics":["models","retrieval"],"entities":["Shopify","Shopify Shop","RQ-KMeans","RQ-VAE"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Shopify describes a shared generative model that personalizes product search and recommendations using shoppers’ browsing and purchase context.","prior_refs":[],"source_url":"https://shopify.engineering/generative-discovery","source_urls":["https://shopify.engineering/generative-discovery"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:shopify-s-generative-discovery-model-fd2f6f","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/shopify-s-generative-discovery-model-fd2f6f/","markdown":"https://newruntime.com/posts/shopify-s-generative-discovery-model-fd2f6f.md","json":"https://newruntime.com/posts/shopify-s-generative-discovery-model-fd2f6f.json"},"markdown_url":"https://newruntime.com/posts/shopify-s-generative-discovery-model-fd2f6f.md","next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"topic","path":"/topics/retrieval/","url":"https://newruntime.com/topics/retrieval/","title":"Retrieval","reason":"Explore the retrieval topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/retrieval.md","json_url":"https://newruntime.com/topics/retrieval.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}