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2023

Bulyang Kitty Circle

AI-Native Fashion Brand & Inventory-Light Hybrid Operations

Role	Co-Founder (Growth & Operations Lead, 2-person team)
Context	Subculture Fashion Brand (Bulyang Kitty Circle)
Stage	Commercial Launch & Revenue Scaling
Time	2023.12 – 2024.04

Summary	Built an AI-assisted subculture fashion brand paired with an inventory-light hybrid fulfillment model.
Scope	Reached KRW 10M in monthly revenue with offline market sell-outs and a 0% inventory disposal rate.
Outcome	KRW 10M monthly revenue / 0% inventory disposal rate
Tags	Brand & Experience, Fashion, AI Workflow, Operations

01

Problem

Capability thesis	Connected AI-accelerated creative production with an inventory-light hybrid supply chain so an independent fashion brand could scale revenue without dead-stock risk.
TL;DR	Co-founded 'Bulyang Kitty Circle', combining kitsch AI-assisted apparel graphics, offline community activations, and a hybrid pre-order/on-demand production system—achieving KRW 10 million in monthly revenue, offline market sell-outs, and a 0% inventory disposal rate.
What	A subculture street/kitsch fashion brand designed around rapid graphic iteration, community-driven social content, and inventory-light fulfillment.
Why now	Micro-trends in subculture apparel move faster than traditional 3-month garment manufacturing cycles, causing indie brands to either miss the trend or go bankrupt holding unsold inventory.
Problem	Early fashion brands face a cash-flow trap: high MOQ (minimum order quantity) upfront manufacturing locks up capital in unproven designs, leading to heavy discounting or dead stock.

02

Role & ownership

Role	Co-Founder · Growth & Operations Lead · Brand Development
Team	2-person founding team (1 Growth/Operations Lead, 1 Creative/Design Lead)
Ownership	Owned commerce operations, supply-chain/fulfillment structure, pricing & unit economics, offline market activation strategy, and AI-assisted design-to-production workflow.
Constraints	Bootstrapped working capital, fast-changing Y2K/kitsch aesthetic trends, and strict quality/delivery expectations from online and offline buyers.

03

Validation loops

01

Supported

Loop 1 — AI-Assisted Visual Concept Testing & Offline Market Sell-Out

Testing kitsch graphic variations digitally and launching top performers at targeted offline subculture markets will validate real purchase conversion immediately.

Design & Build

Why	Compress graphic ideation and mockup creation cycles.
Actions	Generated and refined kitsch artwork using AI-assisted workflows and produced initial micro-batches.
Outputs	Launch collection and visual lookbook.

Run

Why	Verify whether online attention translates into offline wallet openings.
Actions	Operated offline market booths and online drops simultaneously.
Outputs	Sold out offline market inventory and scaled monthly revenue to KRW 10 million with 0% inventory disposal.

04

Design decisions

Problem zoom	Treated fashion not just as graphic art, but as an operating loop: test visual demand digitally first, produce physical stock only where demand is proven, and match production batch size to real order velocity.
Options	(1) Traditional bulk MOQ wholesale manufacturing, (2) Pure print-on-demand (low margin, slow shipping), (3) Inventory-light hybrid model (small agile batches for proven bestsellers + pre-order drops for new SKUs).
Trade-off	Slightly higher per-unit manufacturing cost on agile small batches compared to 1,000-unit factory runs, but eliminated catastrophic dead-stock write-offs.
Final rules	Use AI graphic workflows to cut concept-to-sample time, validate tactile response at offline markets, and run hybrid pre-order + micro-batch replenishment to keep inventory disposal at 0%.
Tools	Midjourney / Generative AI image workflows, Adobe Photoshop/Illustrator, Instagram, SmartStore / E-commerce ops tools
Frameworks	Demand-First Merchandising, Inventory-Light Hybrid Supply Chain

05

Outcomes

Metrics	Reached KRW 10,000,000 in monthly revenue; sold out prepared inventory at offline flea/pop-up markets; maintained a 0% inventory disposal rate.
Qualitative outcome	Demonstrated that a distinctive subculture aesthetic could be commercialized profitably when brand, merchandising, and production operate as one system.

06

Learnings

Learnings	In consumer brand building, operational structure (how inventory is funded and fulfilled) is just as important as visual virality in determining survival.
If again	Automate SKU-level reorder triggers and customer waitlist notifications to capture spillover demand immediately after offline sell-outs.

07

Evidence

Before	Conventional indie apparel model requiring large upfront inventory bets before knowing which graphics resonate.
After	AI-accelerated concept testing + hybrid inventory-light operations delivering KRW 10M monthly revenue with 0% dead stock.