[{"data":1,"prerenderedAt":271},["ShallowReactive",2],{"case-\u002Fcase-studies\u002Fai-product-assistant-ecommerce":3,"case-related-\u002Fcase-studies\u002Fai-product-assistant-ecommerce":156},{"id":4,"title":5,"body":6,"client":127,"description":128,"extension":129,"industry":130,"meta":131,"metrics":132,"navigation":142,"ogDescription":143,"ogTitle":143,"order":119,"path":144,"relatedService":145,"seo":146,"stack":147,"stem":153,"summary":154,"__hash__":155},"caseStudies\u002Fcase-studies\u002Fai-product-assistant-ecommerce.md","AI Product Assistant for an Online Store — Case Study",{"type":7,"value":8,"toc":117},"minimark",[9,13,18,22,28,32,44,63,66,70,103,107,110,114],[10,11],"case-study-hero",{":breadcrumbs":12},"[{\"label\":\"Home\",\"to\":\"\u002F\"},{\"label\":\"Case Studies\",\"to\":\"\u002Fcase-studies\"},{\"label\":\"AI Product Assistant\"}]",[14,15,17],"h2",{"id":16},"the-challenge","The challenge",[19,20,21],"p",{},"An online store with a deep, specialized catalog was losing shoppers who couldn't\ntell which product was right for them. The differences between items were nuanced,\nbuyers asked the same pre-sale questions over and over, and the team couldn't\nanswer fast enough to keep every visitor from bouncing.",[23,24,25],"blockquote",{},[19,26,27],{},"The numbers below are representative of this type of engagement. Real figures\nare shared with prospective clients under NDA.",[14,29,31],{"id":30},"what-we-built","What we built",[19,33,34,35,39,40,43],{},"We embedded an ",[36,37,38],"strong",{},"AI shopping assistant"," in the storefront that can consult\ncustomers on ",[36,41,42],{},"any product in the catalog",". It:",[45,46,47,51,54,57,60],"ul",{},[48,49,50],"li",{},"Explains what each product is and how products differ",[48,52,53],{},"Recommends the right item for a stated goal or use case",[48,55,56],{},"Compares options side by side in plain language",[48,58,59],{},"Cites the exact product pages its answers come from",[48,61,62],{},"Stays inside catalog data — so it never invents specs or makes off-label claims",[19,64,65],{},"The assistant is available on the homepage and on every product page, pre-loaded\nwith the context of the item the shopper is viewing.",[14,67,69],{"id":68},"the-approach","The approach",[71,72,73,79,85,91,97],"ol",{},[48,74,75,78],{},[36,76,77],{},"Catalog ingestion"," — products, categories, and descriptions indexed for retrieval",[48,80,81,84],{},[36,82,83],{},"Retrieval + grounding"," so answers stay tied to real products",[48,86,87,90],{},[36,88,89],{},"Guardrails"," that keep claims accurate and compliant",[48,92,93,96],{},[36,94,95],{},"Buy-flow handoff"," — the assistant links straight to add-to-cart",[48,98,99,102],{},[36,100,101],{},"Analytics"," on questions asked, products recommended, and gaps",[14,104,106],{"id":105},"results","Results",[19,108,109],{},"Shoppers could self-serve product guidance instead of waiting on the team, pre-sale\nquestions dropped sharply, and the assistant nudged buyers toward the right product\nwith sourced, on-brand answers across the entire catalog.",[14,111,113],{"id":112},"stack","Stack",[19,115,116],{},"A retrieval-augmented assistant over the live catalog, deployed on cloud\ninfrastructure and embedded directly in the headless storefront.",{"title":118,"searchDepth":119,"depth":119,"links":120},"",3,[121,123,124,125,126],{"id":16,"depth":122,"text":17},2,{"id":30,"depth":122,"text":31},{"id":68,"depth":122,"text":69},{"id":105,"depth":122,"text":106},{"id":112,"depth":122,"text":113},"Specialty ecommerce store","How we added an AI shopping assistant to an ecommerce catalog that consults customers on any product, grounded in the store's real data — boosting product discovery and reducing pre-sale questions.","md","Ecommerce \u002F Retail",{},[133,136,139],{"label":134,"value":135},"Catalog covered by assistant","100%",{"label":137,"value":138},"Pre-sale product questions","−50%",{"label":140,"value":141},"Launch timeline","5 weeks",true,null,"\u002Fcase-studies\u002Fai-product-assistant-ecommerce","\u002Fservices\u002Fecommerce-development",{"title":5,"description":128},[148,149,150,151,152],"OpenAI","pgvector","Nuxt","Headless commerce","AWS (Lambda, S3, CloudFront)","case-studies\u002Fai-product-assistant-ecommerce","An AI shopping assistant embedded in an online store that consults customers on any product — explaining items, comparing options, and recommending the right fit, grounded in the store's own catalog.","Rs9-gUE7S237Jq0YrKAwDjFyj-0Bi6Mi1wNJ9hIrSCk",{"id":157,"title":158,"body":159,"deliverables":221,"description":229,"extension":129,"faqs":230,"forWho":243,"icon":249,"meta":250,"name":251,"navigation":142,"ogDescription":143,"ogTitle":143,"order":252,"path":145,"seo":253,"stem":254,"tagline":255,"tech":256,"useCases":263,"__hash__":270},"services\u002Fservices\u002Fecommerce-development.md","Ecommerce & Webstore Development",{"type":7,"value":160,"toc":213},[161,166,170,181,185,188,192,195,199,202,206,209],[162,163],"page-hero",{":breadcrumbs":164,"eyebrow":165},"[{\"label\":\"Home\",\"to\":\"\u002F\"},{\"label\":\"Services\",\"to\":\"\u002Fservices\"},{\"label\":\"Ecommerce\"}]","Ecommerce Development",[14,167,169],{"id":168},"stores-built-for-how-you-actually-sell","Stores built for how you actually sell",[19,171,172,173,176,177,180],{},"Template stores get you started, but growing brands hit limits fast — custom\npricing, multi-warehouse inventory, B2B workflows, or integrations a theme can't\nhandle. We build ",[36,174,175],{},"comprehensive internet shops"," that fit your catalog, margins,\nand operations — and we can add an ",[36,178,179],{},"AI shopping assistant that consults customers\non any product"," in your store.",[14,182,184],{"id":183},"who-this-is-for","Who this is for",[19,186,187],{},"Merchants who've outgrown a basic template and need real inventory, pricing, or\nintegration logic — without sacrificing speed or SEO.",[14,189,191],{"id":190},"what-we-build","What we build",[19,193,194],{},"From a polished Shopify build to a fully headless storefront, plus the\nintegrations that keep orders and inventory in sync — and an optional AI assistant\nthat answers shopper questions and recommends products, grounded in your real\ncatalog so it never makes things up.",[14,196,198],{"id":197},"example-use-cases","Example use cases",[19,200,201],{},"Headless storefronts, B2B pricing, subscriptions, and complex inventory are where\ncustom work pays off most.",[14,203,205],{"id":204},"how-we-work","How we work",[19,207,208],{},"Discovery → catalog & integration mapping → architecture → build → migration →\nlaunch → optimize conversion.",[14,210,212],{"id":211},"frequently-asked-questions","Frequently asked questions",{"title":118,"searchDepth":119,"depth":119,"links":214},[215,216,217,218,219,220],{"id":168,"depth":122,"text":169},{"id":183,"depth":122,"text":184},{"id":190,"depth":122,"text":191},{"id":197,"depth":122,"text":198},{"id":204,"depth":122,"text":205},{"id":211,"depth":122,"text":212},[222,223,224,225,226,227,228],"Custom Shopify or headless commerce build","AI shopping assistant that consults customers on any product","Custom inventory, pricing, and promotion logic","Payment and tax integrations","ERP, CRM, and fulfillment integrations","Performance and SEO optimization","Analytics and conversion tracking","Custom Shopify, headless commerce, and bespoke webstores with built-in AI shopping assistants, plus the inventory, payment, and integration logic growing U.S. businesses need.",[231,234,237,240],{"q":232,"a":233},"Should we use Shopify or go headless?","Shopify's standard themes are ideal for speed to market. Headless makes sense when you need full design control, top-tier performance, or unusual storefront logic. We'll recommend the lightest option that meets your goals.",{"q":235,"a":236},"Can you add an AI assistant that consults shoppers on products?","Yes. We build AI shopping assistants that ground their answers in your real catalog — describing products, comparing options, and guiding buyers to the right choice with citations back to your own product pages, so it never invents details.",{"q":238,"a":239},"Can you integrate our store with our other systems?","Yes. We regularly connect storefronts to ERPs, CRMs, fulfillment, and accounting systems so inventory and orders stay in sync.",{"q":241,"a":242},"Will the store be fast and SEO-friendly?","Performance and SEO are built in: server-rendered or static where it counts, optimized images, clean URLs, and structured data for products.",[244,245,246,247,248],"Merchants outgrowing a basic store template","Brands needing custom inventory, pricing, or checkout logic","Stores that want an AI assistant to consult shoppers on any product","Businesses integrating ecommerce with ERP, CRM, or fulfillment","Teams that need performance and SEO, not just a theme","ecommerce",{},"Ecommerce",4,{"title":158,"description":229},"services\u002Fecommerce-development","Comprehensive internet shops with built-in AI product assistants and the integrations you actually need.",[257,258,259,260,261,262],"Shopify \u002F Hydrogen","WooCommerce","Headless commerce (Nuxt \u002F Next)","AI product assistant (RAG over catalog)","Stripe \u002F payment gateways","AWS \u002F Azure \u002F GCP",[264,265,266,267,268,269],"AI assistant that recommends and explains products in real time","Headless storefront for speed and design control","Custom B2B pricing and quote workflows","Subscription or recurring billing models","Complex inventory across multiple warehouses","Migration from a legacy or hosted platform","0h5XmpBgVp8jJxVPD0u-xq1eeTQCQeRGiWcPq7nhO4A",1782707469321]