How did YMX Logistics identify which driver was responsible for the missing cheese shipments?

YMX used its yard-management system to identify carriers operating the relevant shipping lanes, then pulled gate video from the dates corresponding to the five cheese shipments. The computer vision system extracted license plates, trailer numbers, and carrier details, which allowed investigators to link all five loads to a specific truck and driver. The video evidence supported the retailer's claim for approximately $60,000 in missing product.

Where exactly did the cheese go missing, based on this investigation?

The gate footage showed which trucks delivered the loads and when they entered the retailer's yard, but it did not establish the precise point of loss. The shortages could have occurred at the supplier's facility during loading, during transportation, or after the shipments arrived at the retailer's distribution center. This limitation underscores why shippers need multiple data sources, including truck-mounted cameras and dock-door tracking, to reconstruct the full journey.

Is cargo theft getting worse, and is food the most targeted commodity?

Cargo theft incidents actually decreased 26% in Q2 (677 incidents in the U.S. and Canada), but estimated losses more than doubled to $304.6 million, indicating higher-value thefts. Food and beverage freight was particularly hard hit, with 708 recorded thefts in 2025, up 47% year-over-year, the largest increase among tracked commodity categories. Total cargo theft losses across all commodities reached approximately $725 million in 2025, up 60% from 2024.

What other technologies are being deployed to address cargo theft?

Beyond YMX's computer vision and yard-management system, FreightWaves reported on Wiliot's ambient IoT technology, which uses item-level sensors to detect potential theft, diversion, and handling issues as freight moves through the supply chain. The trend reflects a broader shift from manual yard logs and spreadsheets to automated monitoring and visibility tools that create verifiable records of freight movements.

Will this technology help shippers prevent theft, or only investigate it after the fact?

The case study demonstrates investigation and recovery after loss was discovered. However, the ability to track trailers from gate to dock and identify carrier and driver information in real-time creates deterrent effects and enables proactive intervention. YMX noted that the retailer handles 600 to 800 truck movements per day at the Arizona facility, so real-time visibility of this scale can support both prevention and post-incident analysis.

Technology & Innovation

Moderate

Computer Vision Solves $60K Cheese Theft Case via Yard Tracking

Oct 3, 2026

Get tomorrow's supply chain signal

Daily supply-chain brief. Free, unsubscribe anytime.

The signal

YMX Logistics deployed computer vision and yard-management data to help a top-five U.S. grocer recover approximately $60,000 in missing cheese shipments by connecting five loads to a specific truck and driver through gate video and automated trailer tracking. The case demonstrates how yard-level visibility technology can reconstruct the movement of freight through distribution facilities and support cargo-theft investigations when shipment discrepancies are discovered at receiving.

The technology combines gate cameras with machine-learning software to automatically capture license plates, trailer numbers, and carrier identification, creating a searchable digital record of truck movements. The retailer is now expanding the pilot to a second facility, and adoption is accelerating as food and beverage cargo theft incidents surged 47% year-over-year in 2025, with estimated losses across all commodities reaching $725 million.

This case highlights how shippers are moving beyond spreadsheets and manual yard logs to automated monitoring systems that can bridge visibility gaps and support loss prevention.

#cargo-theft-prevention

#yard-management

#computer-vision

#supply-chain-security

#freight-visibility

#warehouse-technology

#inventory-loss

#distribution-centers

#food-logistics

#ai-powered-monitoring

Frequently Asked Questions

What This Means for Your Supply Chain

Simulation Suggestion

strategic

What if your distribution centers tracked all yard movements with computer vision for 12 months?

Simulate the operational and financial impact of implementing yard-level computer vision and automated movement tracking across distribution facilities. Measure changes in cargo-loss detection rates, investigation resolution times, insurance claim success rates, and implementation costs relative to recovered freight value and theft prevention benefits.

Run this scenario

Simulation Suggestion

this month

What if food and beverage theft incidents continue rising 47% annually?

Model the cumulative impact of 47% year-over-year growth in food and beverage cargo theft on your supply chain. Estimate increases in insurance premiums, loss-recovery costs, investigative overhead, and customer claim disputes over a 24-month horizon. Calculate the threshold at which preventive technology investment becomes cost-positive.

Run this scenario

Simulation Suggestion

immediate

What if your carrier or driver roster includes high-risk individuals identified by yard footage?

Simulate the operational and reputational impact of discovering that multiple missing-freight incidents can be attributed to a subset of carriers or drivers. Model the decision tree for carrier termination, driver suspension, enhanced background screening, and insurance liability. Estimate the cost of supply-chain disruption versus the cost of increased losses if no action is taken.

Run this scenario

Go deeper:

Supply Chain Intelligence Software: The 2026 Buyer's Guide

The risks intelligence software should surface, how it compares with supply market intelligence, and how to evaluate platforms.

Technology & InnovationModerate

YMX Yard Tech Recovers $60K Missing Retail Freight

Oct 3, 2026

Risk & DisruptionHigh Impact

Cargo Thieves Laundering Stolen Freight Through Supply Chain

Sep 30, 2026

Technology & InnovationHigh Impact

AI Yard System Cuts Fleet by 36% for Grocery Distributor