HomeIndustriesLogisticsReverse Logistics & Returns
LOGISTICS — REVERSE LOGISTICS

Cut return costs by 40-50% with AI-powered returns

With 19-20% e-commerce return rates, every dollar matters. Automated authorization, computer vision assessment, and predictive forecasting — built in weeks.

19-20%
avg e-commerce return rate
5-7 days
return-to-resale (vs 14-21)
AI-powered reverse logistics and returns management

Reverse Logistics Benchmarks

Where does your returns operation stand against industry leaders?

KPI Industry Average Top Quartile AI-Transformed
Return Authorization Time 24-48 hours 2-4 hours <2 minutes
Return-to-Resale Time 14-21 days 7-10 days 5-7 days
Condition Assessment Accuracy 80-85% 90-95% 99%
Cost per Return $6-8 $4-5 $3-4
Correct Facility Routing 60% 80-85% 95%+

What global leaders are doing

Industry examples from publicly reported initiatives — not Xamun projects. Included to illustrate what AI transformation looks like in this sector.

How the world's leading retailers and logistics companies are transforming returns with AI.

FedEx
AI-Powered Returns+

Automating return policies using merchant-defined rules with real-time visibility. 85% forecasting accuracy for returns prediction. Intelligent exchanges driving 3x more repeat purchases.

60% reduction in "Where is My Return?" inquiries
Narvar
AI Returns Platform

AI-driven returns management and predictive analytics serving 600+ retailers. Unified visibility across multiple carriers and fulfillment partners at scale.

ReturnLogix
Network Orchestration

AI/ML-powered returns network routing returns to optimal facilities — manufacturer, fulfillment center, reseller, or recycling.

15-25% reverse logistics cost reduction
Amazon
Integrated Returns Network

Returns integrated into forward logistics network. AI demand forecasting preventing overstock. Returns cost reduction through demand accuracy improvements.

The transformation opportunity

What changes when mid-market e-commerce operators adopt AI-powered reverse logistics.

Before — Typical Mid-Market
  • ✗ Manual return authorization: 24-48 hours
  • ✗ Single returns center; no routing optimization
  • ✗ Manual condition assessment; 15-20% misclassified
  • ✗ 40% routed to wrong facilities
  • ✗ Return-to-resale: 14-21 days
  • ✗ Refund processing: 5-10 days
  • ✗ Cost per return: $6-8
After — AI-Optimized Returns
  • ✓ Automated authorization: <2 minutes
  • ✓ AI predicts optimal return destination
  • ✓ Computer vision: 99% accuracy
  • ✓ 95%+ correct facility routing (first time)
  • ✓ Return-to-resale: 5-7 days
  • ✓ Automated refund: <2 days
  • ✓ Cost per return: $3-4

How Xamun delivers

AI systems scoped, specified, and delivered in weeks.

Auto Authorization & Routing

AI evaluates return reason and customer history. Auto-approves valid returns in under 2 minutes and routes to the nearest optimal facility.

50% faster auth, 20-30% cost reduction
Computer Vision Assessment

Robotic scanning with image recognition determining item condition. Automatic disposition recommendation for resale, refurbishment, parts, or recycling.

99% accuracy, 15-25% better recovery
Predictive Return Forecasting

ML models predicting return rates by product, day, and segment 7-14 days ahead. Enables proactive inventory and capacity planning.

20-30% less overstock, faster resale

Transform your returns operation

Book a discovery call to explore how Xamun can reduce return costs, speed up resale, and improve customer satisfaction.

Book a Discovery → See How It Works