[{"data":1,"prerenderedAt":84},["ShallowReactive",2],{"work-ecommerce-personalisation-plugin":3,"work-next-\u002Fwork\u002Fecommerce-personalisation-plugin":81},{"id":4,"title":5,"accent":6,"body":7,"client":50,"cover":51,"coverAlt":51,"description":52,"duration":53,"extension":54,"featured":55,"industry":56,"meta":57,"navigation":58,"order":59,"path":60,"quote":51,"results":61,"seo":68,"services":69,"stack":72,"stem":78,"year":79,"__hash__":80},"work\u002Fwork\u002Fecommerce-personalisation-plugin.md","Personalisation plugin for an e-commerce platform","#0E7490",{"type":8,"value":9,"toc":43},"minimark",[10,15,19,23,36,40],[11,12,14],"h2",{"id":13},"challenge","Challenge",[16,17,18],"p",{},"Generic \"bestseller\" widgets and keyword search were leaving revenue on the table.",[11,20,22],{"id":21},"what-we-built","What we built",[24,25,26,30,33],"ul",{},[27,28,29],"li",{},"Session-based recommendation models and a learning-to-rank layer for search.",[27,31,32],{},"A low-latency serving API with feature caching, deployed as a storefront plugin.",[27,34,35],{},"A\u002FB testing framework to prove impact before full rollout.",[11,37,39],{"id":38},"results","Results",[16,41,42],{},"Recommended-product revenue rose by around 18% in the A\u002FB test, and the search ranking improvements were rolled out to all traffic.",{"title":44,"searchDepth":45,"depth":45,"links":46},"",2,[47,48,49],{"id":13,"depth":45,"text":14},{"id":21,"depth":45,"text":22},{"id":38,"depth":45,"text":39},"Fashion e-commerce (EU)",null,"Recommendation and search-ranking models packaged as a plugin for the client's storefront.","12 weeks","md",false,"Retail & E-commerce",{},true,9,"\u002Fwork\u002Fecommerce-personalisation-plugin",[62,65],{"value":63,"label":64},"+18%","sales from recommended products",{"value":66,"label":67},"\u003C80 ms","recommendation latency",{"title":5,"description":52},[70,71],"data-analytics-predictive-ai","ai-integration",[73,74,75,76,77],"Python","PyTorch","FastAPI","Redis","AWS","work\u002Fecommerce-personalisation-plugin","2024","sjgT66Hd8yvEtblJQBILf9zTRv_Zb5UBk5jk__sWrPc",{"path":82,"title":83},"\u002Fwork\u002Fsaas-support-rag-bot","RAG-powered support bot for a SaaS company",1792973683940]