Logistics & Supply Chain Solutions

Fleet Health & Predictive Maintenance

Fleet maintenance managers react to breakdowns rather than predicting them, because telematics feeds, DTC fault codes, and tire pressure monitoring system (TPMS) data live in separate platforms that are never cross-referenced. Unplanned roadside breakdowns cost an average of $450 per incident in towing, driver downtime, and load redelivery, and a single out-of-service event can cascade into a missed delivery window penalty.

Built For

Fleet Maintenance Director managing 300 tractors and 600 trailers across 4 regional terminals

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Lumi Ops

Fleet Maintenance Manager

Synthesizes telematics, DTC fault codes, and TPMS data into prioritized maintenance queues and breakdown risk scores.

Breakdown Prediction
DTC Analysis
TPMS Monitoring
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Lumi Route

Transportation Planner

Adjusts load assignments to route at-risk units away from long-haul runs while maintenance is scheduled.

Load Reassignment
Asset Utilization
Downtime Planning
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Lumi Supply

Supply Chain Planner

Models the downstream service level impact of planned maintenance downtime and suggests buffer inventory or carrier backup.

Downtime Impact Modeling
Carrier Backup Planning
Service Risk Assessment
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How It Works

Integrated telematics and DTC analysis with predictive maintenance scoring, tire wear modeling, and prioritized workshop scheduling to eliminate unplanned breakdowns.

Instant Analysis

Drag and drop your CSVs. No complex pipelines required.

Natural Language

Ask questions in plain English, get instant answers.

Lumina Analyst
Which lanes have the highest deadhead percentage this month, and what is the revenue impact?

Analyzing TMS data... Three lanes account for 68% of empty miles this month: Chicago-Detroit (31% deadhead), Dallas-Houston (24%), and LA-Phoenix (13%). Combined revenue loss from unloaded miles is estimated at $187,000. Backhaul matching opportunities exist on the Chicago-Detroit corridor based on shipper demand signals.

Deadhead Rate by Lane vs Revenue Impact
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Related Capabilities

fleet predictive maintenancetelematics analyticsDTC code analysisTPMS monitoringtruck breakdown prevention