1 Business

sscoble edited this page 2026-05-02 13:41:10 -07:00

Table of Contents

• Business
• Amazon Affiliate Integration
• Strategy
• How It Works
• Configuration
• PR #35 — Fix Amazon Affiliate Links
• Vendor Transition Plan
• Phase 1: Amazon-Only (MVP — Now)
• Phase 2: Hybrid (Amazon + Boutique — Phase 2-3)
• Phase 3: Boutique-First (Phase 3+)
• Phase 4: AI Design-on-Demand
• Unit Economics (Projected)
• Cost Structure
• Revenue Model
• Break-Even Target
• Financial Model Summary
• Key Assumptions
• Market Opportunity
• Competitive Landscape

Business

Commercial details — pricing, affiliate integration, vendor strategy, and unit economics.

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Amazon Affiliate Integration

Affiliate ID: greybeardhold-20

Strategy

For MVP, Amazon serves as the initial product source. This lets us prove the curation concept without negotiating vendor relationships.

How It Works

1. Products are manually curated from Amazon by the founder
2. Each product link includes the Amazon affiliate tag ?tag=greybeardhold-20
3. When customers keep items, WardrobeAI earns a commission (2-4% of sale)
4. Commission data helps validate the business model

Configuration

Environment variable:

AMAZON_ASSOCIATE_ID=greybeardhold-20

Affiliate links in database:

https://www.amazon.com/dp/PRODUCT_ASIN?tag=greybeardhold-20

PR #35 — Fix Amazon Affiliate Links

• All Amazon URLs now include ?tag=greybeardhold-20
• Affiliate ID is configurable via environment variable
• See issue #35

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Vendor Transition Plan

Phase 1: Amazon-Only (MVP — Now)

• All products sourced from Amazon
• Manual curation by founder
• Affiliate commission revenue
• Proves curation engine works

Phase 2: Hybrid (Amazon + Boutique — Phase 2-3)

• Add 5-10 boutique vendors
• Amazon fills gaps in inventory
• Compare customer satisfaction between sources
• Build vendor relationships

Phase 3: Boutique-First (Phase 3+)

• Primary sourcing from small businesses
• Amazon as fallback only
• Direct wholesale relationships
• Better margins, unique products
• Vendor portal for designers

Phase 4: AI Design-on-Demand

• Custom manufacturing
• No retail markup
• Full margin capture
• Unique designs no one else has

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Unit Economics (Projected)

Cost Structure

Item	Essential ($100)	Signature ($250)
COGS (items kept)	$40-50	$100-125
Returns processing	$5-10	$10-15
Shipping	$8-12	$8-12
Packaging	$3-5	$5-8
Styling/curation	$10-15	$15-20
Platform costs	$3-5	$3-5
Customer acquisition	$20-40	$20-40
**Total cost per box	$89-137	$161-225

Revenue Model

Source	Margin	Notes
Subscription fee	Direct revenue	$100 or $250/mo
Amazon affiliate	2-4%	On kept items
Direct wholesale	50-70%	Phase 3+ boutique sourcing
AI Design-on-Demand	70-80%	Phase 4, full margin

Break-Even Target

• 100 subscribers at Essential tier
• Average keep rate: 60%+
• Gross margin target: 40%+

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Financial Model Summary

The full financial model is tracked in:

• Issue #13 — Financial Model
• Issue #5 — Pricing Model

Key Assumptions

• COGS at 40-50% of subscription price
• Customer acquisition cost (CAC): $20-40
• Monthly churn target: <5%
• Lifetime value (LTV) target: $600-1500
• LTV/CAC ratio target: 10:1+

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Market Opportunity

• $7 billion global fashion subscription market
• 6.1% CAGR (2025-2034)
• Niche: Small business/boutique curation with budget caps
• No incumbent dominates this space
• Stitch Fix is mass-market; Rent the Runway is rental

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Competitive Landscape

Company	Revenue	Model	Our Differentiation
Stitch Fix	$1.6B cap	AI + stylist, mass brands	Small business sourcing; budget caps
Wantable	Private	Curated edits, $20 fee	Conversation interview; feedback learns
DailyLook	Private	Premium styling, $40 fee	$100/mo entry; hard constraints
Rent the Runway	Public	Rental subscription	Keep, don't rent
Dia & Co	Private	Plus-size niche	Size-inclusive