Abhimanyu SinghLive experience

H&M fashion intelligence

Make fashion discovery feel like a conversation.

This public demonstrator shows the retrieval layer that makes a product-search and shopping-chat experience useful: match language to catalogue metadata first, then explain the matches.

Preview of the original H&M semantic-search prototype

Live product demonstrator

Ask for a feeling. Retrieve a product.

This is a privacy-safe public experience built from a curated slice of H&M product metadata. No customer history, account data, or shopping activity is used here.

Natural-language retrievalSearch the reason someone shops—not only a product name.
Searching live catalogue
Filter the public slice
A curated selection from the H&M product catalogueUpdating matches…

Womens Everyday Basics

Strap top

Black · Vest topJersey top with narrow shoulder straps.Article 0108775015

Men Underwear

Jerry jogger bottoms

Dark Grey · TrousersTrousers in sweatshirt fabric with an elasticated drawstring waist, side pockets and ribbed hems.Article 0118458003

Men H&M Sport

THOMPSON woven sport pants

Black · TrousersRunning trousers in fast-drying, breathable functional fabric with reflective details.Article 0150959011

Kids Boy

Slim Cheapo 79

Blue · TrousersFive-pocket slim-fit jeans in washed denim with slim legs.Article 0156289011

Mens Outerwear

Mr Harrington w/hood

Black · HoodieShort padded jacket with a jersey-lined hood, zip front and quilted lining.Article 0176209023

Divided Accessories

Eva chelsea boot

Yellowish Brown · BootsChelsea boots with elasticated side gores and rubber soles.Article 0181160009

Womens Swimwear, beachwear

FIFTY SHADES moulded halternec

White · Bikini topBikini top with moulded cups, adjustable neck ties and a front bow.Article 0184121021

Womens Swimwear, beachwear

FIFTY SHADES tie brief

White · Swimwear bottomFully lined bikini bottoms with a mid waist and wide side ties.Article 0184123020

Data note Product names, categories, colours, garment groups, and descriptions are a curated public-safe metadata slice from the H&M Kaggle catalogue. Products are archival records, not an availability or pricing claim.

See the case studies

One catalogue. Two complementary product experiences.

Explore the full recommendation-system work or read the design choices behind this search and chat demonstrator.

Recommendation engine Search & chat case study