How Thread Science Cut Return Processing Time by 68% and Recovered $280K in Resalable Inventory
A fast-growing activewear brand was drowning in returns with zero visibility, losing revenue and customer loyalty. Here’s what changed when they partnered with We Handle Returns.
Growing Fast, Drowning in Returns
Thread Science launched in 2020 selling premium performance activewear DTC through Shopify. By 2022, they had scaled to $8M in annual revenue — but their returns operation hadn’t kept pace.
Processing was done in-house by two warehouse staff who also handled outbound fulfillment. Returns would sit in a corner of the warehouse for days, sometimes weeks, before being touched. There was no inspection protocol, no data capture, and no systematic restocking process.
The result: returned items that should have been resellable were getting written off. Customers who returned items weren’t hearing back for 10–14 days. And the team had no idea whether their return rate was a product issue, a sizing issue, or a shipping issue — because no one was tracking it.
Thread Science needed to scale, but their returns problem was quietly eating their margins — and beginning to affect reviews and repeat purchase rates.
🔴 Key Pain Points Before WHR
A Dedicated Returns Operation Built Around Thread Science’s SKUs
We Handle Returns took over the entire returns operation — from inbound receiving to restocking decisions to customer refund triggers — integrating directly into their existing tech stack.
Loop Returns Integration
Direct API integration with Thread Science’s Loop returns portal. Return authorizations sync automatically to our WMS — no manual data entry, no delays.
Multi-Point Quality Inspection
Each return receives a standardized 6-point inspection: packaging integrity, garment condition, odor/hygiene, tags present, original accessories included, defect documentation.
48-Hour Processing SLA
All returns received by noon are inspected, graded, and disposition-assigned by end of next business day. Refund or exchange triggers fire the same day as disposition decision.
Graded Restocking Protocol
Grade A items are restocked as new. Grade B items flagged for the Thread Science “outlet” SKU at reduced price. Grade C items routed to recommerce partner for wholesale recovery.
Return Analytics Dashboard
Custom weekly reporting showing return rate by SKU, return reason codes, damage rate trends, and inventory recovery values — giving Thread Science’s team the data to reduce returns at the source.
Recommerce Pipeline
Non-resalable Grade C returns are processed through our recommerce partner network rather than written off — recovering 30–60% of wholesale value versus zero from disposal.
Onboarding Thread Science in 14 Days
From signed contract to first live return processed — our structured onboarding kept everything moving without disrupting their existing orders.
Discovery & SKU Mapping (Days 1–3)
We reviewed Thread Science’s full SKU catalog, mapped all product variants, and documented handling notes for each product category. We also reviewed 90 days of historical return data to identify patterns before we even took the first box.
Tech Integration (Days 3–7)
Direct API connection to their Loop Returns portal and Shopify store. Return labels updated to route to our Jacksonville facility. Refund/exchange triggers configured to fire from our WMS disposition events — not manual approval.
Inspection Protocol Build (Days 5–10)
We built out a custom inspection checklist specific to Thread Science’s product types — activewear, accessories, and bundled kits each have different acceptance criteria. Staff were trained on brand standards and grade definitions before first receipt.
Soft Launch & Calibration (Days 10–14)
First week of live operations ran alongside a daily calibration call. Thread Science reviewed 15% of dispositions to validate grading decisions. After day 7 of live operations, error rate was under 2% — we moved to weekly review cadence.
Full Operations + Reporting (Day 14+)
Full SLA in effect. Weekly analytics report delivered every Monday. Monthly business reviews to align on SKU issues, return rate trends, and seasonal volume forecasting. Thread Science’s in-house team freed to focus entirely on outbound fulfillment and growth.
Numbers Don’t Lie
Six months after going live with We Handle Returns, here’s where Thread Science landed.
📊 Before vs. After — Operations
💰 Revenue Recovery Breakdown (6 mo)
We were writing off six figures in returns every year and didn’t even realize it. WHR not only fixed the processing problem — they gave us the data to understand why customers were returning in the first place. That changed how we size our products and write our product descriptions. They paid for themselves three times over.
The Operation Behind the Numbers
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