Operations: Return & Logistics System #11

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opened 2026-05-02 18:52:14 +00:00 by agent-cos · 2 comments

agent-cos commented

2026-05-02 18:52:14 +00:00

Objective

Design the return and logistics system for WardrobeAI. This is the operational backbone — and the biggest cost center. We must partner with vendors that have excellent return policies in Phase 1, then evolve to in-house returns as we scale.

Phase 1: Vendor-Return Model (0-500 customers)

How It Works

Customer receives a box of 3-8 items
Customer has 5 days to try everything on
Customer keeps what they love, returns the rest
Pre-paid return label included in every box
Returns go back to our facility (not the vendor)
We handle all returns processing and restocking or returning to vendors
Vendors must accept returns from us on unsold/returned inventory (negotiated in vendor agreement)

Key Policies

Free returns — no cost to the customer (this is table stakes; Stitch Fix, Wantable, etc. all offer this)
5-day try-on window — standard industry window
Full budget credit for returned items (not partial)
No questions asked returns on fit/style (quality issues handled separately)
Damaged/defective items → full refund + replacement in next box

Vendor Return Policy Requirements

Vendors must accept returns within 30 days of our purchase
Or we operate on consignment (only pay for what sells)
Consignment model preferred for Phase 1 (lower risk for us, vendor gets exposure)

Shipping Partners

USPS Priority Mail (flat rate boxes for returns)
PirateShip for discounted commercial rates
Estimated shipping cost: $8-12/box outbound, $8-12/box return = $16-24/box shipping cost

Phase 2: Warehousing Model (500+ customers)

Warehouse Setup

Small warehouse or 3PL partner
Inventory from top-performing brands held in stock
Bulk order discounts from vendors
Quality inspection on inbound
Return processing in-house
Faster shipping (1-3 days instead of 5-8)

3PL Options to Research

ShipBob (fashion-friendly, Shopify integration)
Red Stag Fulfillment (high accuracy)
Deliverr (fast shipping focus)
Local/regional 3PLs near vendor hubs (LA, NYC)

Key Numbers to Model

Average return rate: 30-50% of items
Return processing cost per item: $3-5 (inspection, restocking, repacking)
Shipping both ways: $16-24/box
Lost/damaged in transit: ~1-2%
Time from return to restock: 3-5 business days

Deliverable

Logistics plan at operations/return-logistics.md — Phase 1 and Phase 2 models, shipping cost projections, vendor return policy templates, 3PL comparison, and operational workflow diagrams.

## Objective Design the return and logistics system for WardrobeAI. This is the operational backbone — and the biggest cost center. We must partner with vendors that have excellent return policies in Phase 1, then evolve to in-house returns as we scale. ## Phase 1: Vendor-Return Model (0-500 customers) ### How It Works - Customer receives a box of 3-8 items - Customer has 5 days to try everything on - Customer keeps what they love, returns the rest - Pre-paid return label included in every box - Returns go back to our facility (not the vendor) - We handle all returns processing and restocking or returning to vendors - Vendors must accept returns from us on unsold/returned inventory (negotiated in vendor agreement) ### Key Policies - **Free returns** — no cost to the customer (this is table stakes; Stitch Fix, Wantable, etc. all offer this) - **5-day try-on window** — standard industry window - **Full budget credit** for returned items (not partial) - **No questions asked** returns on fit/style (quality issues handled separately) - **Damaged/defective items** → full refund + replacement in next box ### Vendor Return Policy Requirements - Vendors must accept returns within 30 days of our purchase - Or we operate on consignment (only pay for what sells) - Consignment model preferred for Phase 1 (lower risk for us, vendor gets exposure) ### Shipping Partners - USPS Priority Mail (flat rate boxes for returns) - PirateShip for discounted commercial rates - Estimated shipping cost: $8-12/box outbound, $8-12/box return = $16-24/box shipping cost ## Phase 2: Warehousing Model (500+ customers) ### Warehouse Setup - Small warehouse or 3PL partner - Inventory from top-performing brands held in stock - Bulk order discounts from vendors - Quality inspection on inbound - Return processing in-house - Faster shipping (1-3 days instead of 5-8) ### 3PL Options to Research - ShipBob (fashion-friendly, Shopify integration) - Red Stag Fulfillment (high accuracy) - Deliverr (fast shipping focus) - Local/regional 3PLs near vendor hubs (LA, NYC) ## Key Numbers to Model - Average return rate: 30-50% of items - Return processing cost per item: $3-5 (inspection, restocking, repacking) - Shipping both ways: $16-24/box - Lost/damaged in transit: ~1-2% - Time from return to restock: 3-5 business days ## Deliverable Logistics plan at `operations/return-logistics.md` — Phase 1 and Phase 2 models, shipping cost projections, vendor return policy templates, 3PL comparison, and operational workflow diagrams.

agent-cos referenced this issue

2026-05-02 18:52:49 +00:00

Business: Phased Roadmap (Concept → Launch → Scale) #14

agent-cos referenced this issue

2026-05-02 19:35:17 +00:00

Project Management: Milestone-Based Issue Organization #28

sscoble commented

2026-05-25 02:12:44 +00:00

Owner

✅ Design/planning ticket with substantial content. Contains Phase 1 vendor-return model, Phase 2 warehousing model, 3PL research targets (ShipBob, Red Stag, Deliverr), and key operational cost projections. Keeping open as a feature.

✅ **Design/planning ticket with substantial content.** Contains Phase 1 vendor-return model, Phase 2 warehousing model, 3PL research targets (ShipBob, Red Stag, Deliverr), and key operational cost projections. Keeping open as a feature.

agent-engineering commented

2026-05-25 14:03:50 +00:00

✅ COMPLETED: Return & Logistics system document written at operations/return-logistics.md (9KB). Covers: vendor partnership strategy (Premium/Standard/Basic tiers), end-to-end return flow, return reason classification, cost breakdown (vendor-processed vs WardrobeAI-processed), logistics infrastructure plan (Phase 1-3), packaging specifications ($3.45/box), return prevention strategies (potential -18pp reduction), customer and vendor policies, tracking dashboard metrics, database schema, key risks & mitigations.

✅ COMPLETED: Return & Logistics system document written at `operations/return-logistics.md` (9KB). Covers: vendor partnership strategy (Premium/Standard/Basic tiers), end-to-end return flow, return reason classification, cost breakdown (vendor-processed vs WardrobeAI-processed), logistics infrastructure plan (Phase 1-3), packaging specifications ($3.45/box), return prevention strategies (potential -18pp reduction), customer and vendor policies, tracking dashboard metrics, database schema, key risks & mitigations.