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Generative & Agentic AI
AI Copilots & Assistants
Home Goods Ecommerce

Generative Shopping Copilot for a Specialty Home Goods E-tailer


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Problem

Shoppers couldn't articulate searches

A specialty home-goods e-tailer with 85,000 SKUs found that shoppers who couldn't name what they wanted simply left: search demanded exact keywords, category menus ran seven levels deep, and 68% of sessions ended without a single product page view. Questions like 'something to soften a dark hallway' returned no useful results.

Solution

Catalogue-grounded generative copilot

We built a generative shopping copilot that lets customers describe their need in plain language and returns three curated suggestions with plain-English reasoning. The assistant retrieves from a vector index of the full catalogue, grounds every answer in live product and stock data to prevent invented items, and hands off to human support for order issues.

Measurable Impact

What changed after launch

41% of copilot conversations ended in a product-page visit, against 12% from keyword search

Sessions that used the copilot converted at 2.6x the site average

Zero-result search experiences reduced by 57% as the copilot absorbed vague queries

Average order value on copilot-assisted purchases came in 19% above the site average

Tech & Tools Used

What powered the build

Next.js
Node.js
OpenAI GPT-4o
LangChain
PostgreSQL (pgvector)
Redis
Elasticsearch
AWS ECS
Vercel AI SDK

Ready to Build your Home Goods Ecommerce Business with AI Copilots & Assistants

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