Your Store Is
Leaking Revenue.
We'll Find It.
Connects to Shopify in minutes. First report delivered within 24 hours.
What ReturnShield AI Does
Returns are your biggest unmonitored P&L line.
Shopify's native reporting shows you what was returned. It doesn't show you why, by whom, in what pattern — or what it's actually costing you after margin, shipping, and restocking.
ReturnShield AI connects to your store in minutes, ingests your full order and return history, and surfaces the patterns your team has no time to find manually. The output is a Revenue Leakage Report — a CFO-level view of exactly where money is leaving your store and who is responsible.
Pattern Detection
Serial returners, wardrobing, address clusters, and refund-without-return schemes — identified automatically.
Dollar Quantification
Every pattern is assigned a dollar value — not just a risk flag. You see the P&L impact, not just the incident.
Actionable Output
Customer-level risk profiles, a flagged returns queue, and recommended actions — so your team acts on evidence, not instinct.
Revenue Leakage Dashboard
Every dollar of lost revenue, traced to a pattern.
The command center view that CFOs and COOs actually need. Total leakage this month, broken down by pattern category — not just a count of returns, but the real margin impact of each behavioral cluster.
Connects directly to your Shopify order history. No manual CSV uploads, no data engineering required.
Leakage This Month
$312,440
Flagged Returns
142
Customer Risk Profiles
Know which customers are costing you most before you approve the next return.
Individual customer views with a composite risk score, full return history, AI-detected pattern tags, and a recommended action. Your ops team stops guessing and starts acting on evidence.
Risk scores update automatically as new orders and returns come in. Historical patterns never expire.
94
risk
Flagged Returns Queue
An actionable queue — not a raw data dump.
In-flight return requests sorted by dollar risk, with AI reasoning visible inline. Your team sees exactly why each case was flagged and can approve, restrict, or escalate in one step.
Designed for ops leads who review 50-200 cases per week. Every action is logged for audit.
Alex T.
3rd return in 30 days
Jordan M.
Address cluster match
Sam W.
High-value wardrobing
Casey L.
Return before delivery
How It Works
From Shopify connection to Revenue Leakage Report in 24 hours.
Connect Your Shopify Store
Install the ReturnShield AI app from the Shopify App Store. No code, no data export, no engineering time. OAuth authorization and you're done.
Setup time: under 5 minutes
AI Scans Your Return History
Our models analyze your full order, return, and customer data — looking for serial patterns, behavioral clusters, timing anomalies, and address relationships that indicate abuse.
Analysis: up to 3 years of history
Receive Your Revenue Leakage Report
Within 24 hours, your dashboard is populated with a full breakdown of dollar leakage by pattern, customer risk profiles, and an actionable flagged returns queue ready for your team.
First report: within 24 hours
Pricing
One plan. No per-seat charges.
Priced for Shopify merchants doing $2M–$50M+ in annual revenue. ROI is measured in the first report.
ReturnShield AI
Monthly plan
$499
/ month
14-day free trial. No credit card required to start.
Enterprise
For $10M+ merchants
Get Started
Stop estimating.
Start knowing.
Connect your Shopify store today. Your Revenue Leakage Report is ready within 24 hours — no engineering work, no CSV uploads, no guesswork.
14-day free trial. $499/month after. Cancel anytime.