Cite as: Real Problem AI problem “How do I stop customers claiming an item was missing from their order when I know I packed it?”. Opportunity score 7.5 out of 10 (severity 7, AI feasibility 8, market signal 8, competition gap 7). Category E-commerce & Retail. Trend Vision. Source signal: r/smallbusiness post "Customers constantly getting "missing" items", 12 October 2026, 117 comments.. Canonical URL: https://www.realproblem.ai/idea/how-do-i-stop-customers-claiming-an-item-was-missing-from-their-order-when-i-know-i-packed-it.
How do I stop customers claiming an item was missing from their order when I know I packed it?
Small online sellers replace 'missing' items every week at their own cost because they cannot prove what went into the box, and repeat claimants know nobody can photograph something that is not there.
Who has it: Solo and small online shop owners who pick, pack and ship their own orders.
- Severity7/10
- Feasible today8/10
- Market signal8/10
- Competition gap7/10
Heard in public
“And you can't ask for a photo of a missing item obviously to prove they're not lying.”
Quoted word for word from the public post linked below. Nobody submitted it to Real Problem AI.
r/smallbusiness post "Customers constantly getting "missing" items", 12 October 2026, 117 comments.What nothing does yet
A low-cost pack station recorder that saves a timestamped clip per order linked to the order number, plus a claim history showing which customers report missing items far more often than others.
Tools that solve this
4 named so far, and where each one stops.
- Riskified Policy Protect
Flags refund and return abuse, priced for larger merchants.
- Signifyd
Fraud and abuse protection aimed at mid-market stores, no packing evidence.
- Shopify Flow
Can tag repeat claimants, but holds no proof of what was packed.
- Gorgias
Support helpdesk that handles the ticket, not the evidence.
How you might build it
- 01Webcam or phone capture
- 02Barcode scan to order match
- 03Video clip storage
- 04Shopify and Etsy order APIs
- 05Claim rate scoring
#NOV45 · Canonical URL: https://www.realproblem.ai/idea/how-do-i-stop-customers-claiming-an-item-was-missing-from-their-order-when-i-know-i-packed-it