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Stylestream

Shopping should feel conversational, not like filtering noise.

Stack

ShopifyVisual AIReactServersRecSysEmbeddings

Description

Stylestream is an AI shopping assistant that helps users discover products through natural language and visual intent, then ranks results with recommendation logic.

Context

Traditional browsing creates decision fatigue; users often know the vibe they want, not the exact SKU.

System

React frontend plus a server-side retrieval and ranking pipeline, with embeddings to map free-form intent to catalog relevance.

Intelligence

Embeddings convert user language and visual cues into nearest-neighbor candidates, and ranking combines semantic relevance with recommendation signals.

Iteration

Improved prompt-to-result precision, tightened ranking heuristics, and reduced irrelevant recommendations through retrieval and scoring refinements.

Demo