Recommendations
The generative recommender behind Shopify's commerce engine
Our short summary of Shopify’s engineering write-up. The full story, with all the detail, is on their blog.
Read the full write-up on shopify.engineering (opens in a new tab)Problem
Recommendations used simplified signals and missed the order of shopper actions, leading to less relevant product suggestions.
Solution
Built a generative recommender that reads full buyer event sequences and predicts the next product with an autoregressive model, serving in real‑time at Shopify’s scale.
Research behind this, on AI Papers DailyThink Globally, Generate Personally: Multi-View Thinking with Adaptive Generation for Generative Recommendation
Want the architecture, code and numbers? They’re in the original post.
Read the full write-up on shopify.engineering (opens in a new tab)