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Return Shield
Reduce Your Store's Return Losses Using AI
# E-commerce Assistant
Featured on : Sep 5. 2025
Featured on : Sep 5. 2025
What is Return Shield?
Return Shield is a Shopify app that uses AI to identify loyal customers frauds and return policy exploiters. It provides reputation score risk score and AI based recommendation on each order.
Problem
Users manually assess returns and fraud risks in their Shopify stores, leading to inefficient detection of return policy exploiters and high financial losses from fraudulent returns.
Solution
A Shopify app that uses AI to analyze orders, providing a risk score, reputation score, and automated recommendations to approve, deny, or flag returns, reducing losses.
Customers
Shopify store owners, e-commerce managers, and operations managers handling high return volumes and fraud prevention.
Unique Features
AI-powered loyalty/fraud classification per order, dynamic risk thresholds, and automated return decision enforcement integrated into Shopify workflows.
User Comments
Cut return losses by 30% within weeks
Seamless Shopify integration
AI accurately flags exploitative customers
Easy-to-interpret risk scores
Responsive customer support
Traction
Launched 4 days ago on Product Hunt (as of analysis), $10k MRR (estimated based on early traction), founder Hasaan Khalid has 1.2K+ followers on X.
Market Size
The global e-commerce fraud detection market was valued at $9.3 billion in 2023 (Allied Market Research).