How much can a facility save annually by implementing automated yard inventory?

Aviro360 estimates a return of more than $650,000 per year per site. This comes from reduced dwell time, improved detention billing collection (currently fleets collect on fewer than 50% of detention invoices despite billing 94.5% of occasions), and elimination of missed moves caused by inaccurate location data. The national trucking detention cost in 2023 was $3.6 billion in direct expenses and $11.5 billion in lost productivity, making yard automation a high-ROI investment.

What is the deployment timeline and technical requirement for automated yard systems?

Aviro360 installations take 2–3 days for gate deployment with a soft launch by day five. Mobile inventory units mount to existing yard vehicles and deploy the same day. A four-week machine learning calibration period follows, after which the system reaches 99% accuracy. The system requires no ground marking, parking spot paint, or door visibility and can reuse existing camera infrastructure, minimizing procurement friction.

How does automated yard visibility reduce dwell time, particularly for refrigerated cargo?

Real-time asset tracking eliminates the guesswork in spotting operations. Reefer units age past their perishability window during detention; latency in traditional manual counts increases spoilage risk. Aviro360 integrates with trailer telematics to flag units approaching their expiration window before loads become scrap. Refrigerated drivers experience detention on 56.2% of stops—the highest of any segment—making this use case particularly valuable for food and beverage customers.

Does automated yard inventory work with existing TMS, YMS, and ERP systems?

Yes. Aviro360 is designed to integrate with existing software systems. The company emphasizes that the problem isn't software alone but data latency from the physical yard. By providing real-time, accurate asset data upstream to TMS, YMS, and ERP platforms, Aviro360 ensures downstream systems make decisions based on ground truth rather than stale or inaccurate inventory counts.

What is the difference between manual yard counts and automated inventory systems?

Manual clipboard counts achieve approximately 75% accuracy over roughly four hours for a 6,000-container yard. Automated systems cover the same yard in under one hour at 99% accuracy. This difference directly impacts operational decisions: inaccurate locations force spotters to waste driver clock hours and generate missed moves, a systemic cost that cascades through detention billing and service level performance.

Technology & Innovation

High Impact

Aviro360 cuts yard dwell time with automated inventory system

Sep 14, 2026

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The signal

Aviro360, an AI-powered yard inventory and asset-tracking platform spun out from intermodal operator ConGlobal, is addressing a critical blind spot in modern supply chains: the unautomated yard. By deploying computer vision and machine learning at yard gates and across facility grounds, the company has scaled to over 80 sites nationally and projects reaching 200 by 2027. The technology captures chassis and container numbers, license plates, and movements with 99% accuracy in under an hour—compared to manual clipboard counts that achieve only 75% accuracy over four hours. The business case is compelling: yard data latency directly feeds operational inefficiency downstream.

When spotters are dispatched to incorrect container locations, they waste driver hours and burn unnecessary moves. For refrigerated cargo, latency can mean spoilage. 5% of the time but collect on fewer than half their invoices. 5 billion in lost productivity.

The technology's rapid deployment model—gate installations in 2–3 days with full accuracy by week four, no yard marking required—lowers adoption friction. By reusing existing camera infrastructure and integrating with legacy TMS, YMS, and ERP systems, Aviro360 addresses the data integration problem that has plagued yard operations for decades. This positions automated yard visibility as a foundational layer for modern supply chain optimization, filling a gap that traditional software alone cannot solve.

#yard-automation

#dwell-time-reduction

#inventory-accuracy

#yard-operations

#supply-chain-technology

#logistics-innovation

Frequently Asked Questions

What This Means for Your Supply Chain

Simulation Suggestion

this month

What if manual yard counts remain your baseline—how much would you lose to detention and missed moves annually?

Simulate the operational and financial impact of maintaining current manual yard inventory processes versus deploying automated visibility. Model the cost of incorrect spotting moves, driver detention hours, and detection billing leakage across a multi-site network over 12 months.

Run this scenario

Simulation Suggestion

this month

What if your reefer cargo detention rate drops from 56% to 20% with real-time dwell monitoring?

Model the impact of reduced refrigerated trailer detention through automated gate-to-yard tracking and telematics integration. Calculate spoilage reduction, improved load viability rates, and premium freight margin recovery across a fleet with high reefer exposure.

Run this scenario

Simulation Suggestion

strategic

What if you could collect on 75% of detention invoices instead of 50%?

Simulate revenue recovery from improved detention billing accuracy and documentation using automated yard timestamps, gate capture data, and asset movement timelines. Model the annual recovery across 80–200 yard sites with varying detention frequency.

Run this scenario

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