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Generative AI Intermediate

ThreadShop

GenAI-powered clothing store with Pydantic AI

A fashion storefront with a stylist assistant that understands “something for a beach wedding under ₹3,000” and builds an outfit from real stock.

SHIPSTACK · PROJECT ThreadShop GenAI-powered clothing storewith Pydantic AI Intermediate Generative AI 1 Shopper 2 Stylist agent 3 Catalogue 4 Outfit cards 5 milestones

The scenario

ThreadShop pairs a normal product catalogue with a typed AI stylist. Natural-language requests become structured filters, the assistant assembles outfits from items that are actually in stock, and it explains its picks. Pydantic models keep every tool input and output validated.

System architecture

01 Shopper Describes the occasion
02 Stylist agent Filters + outfit logic
03 Catalogue In-stock items
04 Outfit cards With reasons

High-level flow of ThreadShop, from input to output.

What you will learn

  • Natural language to structured product filters
  • Typed tools and validated outputs
  • Recommendation explanations

What you will build

  • Catalogue API
  • Stylist agent
  • Storefront with chat

Build plan

  1. Catalogue and API
  2. Filter extraction
  3. Outfit builder
  4. Storefront
  5. Deploy

Tech stack

Pydantic AIFastAPIPostgreSQLNext.js