The True Cost of Shrinkage in UAE Retail

Industry benchmarks place UAE retail shrinkage at 1.4–2.2% of revenue, with internal theft (sweethearting, refund fraud, cash skimming) accounting for roughly 35% of total shrinkage. For a chain doing AED 50 million annual revenue, that is between AED 245,000 and AED 385,000 in losses from internal sources alone — typically invisible to traditional CCTV review processes.

What Loss Prevention AI Detects

Sweethearting

When a cashier deliberately fails to scan items for a friend or family member. The camera over the POS counts items moving across the scan zone; the system cross-references against the POS transaction log. A mismatch beyond a tolerance threshold creates an alert tied to the cashier, station, and timestamp.

Refund Fraud

Refund transactions are flagged when no corresponding return item is visible at the POS station. The system surfaces a daily report ranked by cashier with side-by-side video clips for review.

Cash Skimming

AI monitors cash drawer open events against transactions. Patterns of no-sale drawer opens, frequent voids, and drawer opens during void are flagged for the loss prevention manager.

Shelf-Sweep & Walkout Theft

Shelf-sweep detection (multiple items rapidly removed) and unpaid walkout detection at exits, with alerts pushed to floor supervisors via mobile in real time.

After-Hours Intrusion

Person and vehicle detection after closing hours, with intelligent filtering (delivery driver vs intruder) to drastically reduce false alarms over standard motion-detect CCTV.

How Detection Flows into Odoo

• Each flagged event creates a loss-event record in Odoo with video clip URL, cashier ID, transaction reference
• Daily and weekly LP reports auto-generate in Odoo with per-store and per-cashier rankings
• Repeat-offender tracking links events to employee profiles in Odoo HR
• LP manager workflow inside Odoo: review → confirm → escalate

UAE Privacy & Compliance

All processing happens on edge servers inside the store — no video leaves the UAE. The system does not perform facial recognition or biometric identification; it detects behaviours and items, not identities. This aligns with UAE Federal Decree-Law 45/2021 on personal data protection.