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HomeCase StudiesAI Parts Demand — US Auto Parts Distributor ($800M Revenue)
AI AUTOMATIONAutomotiveGlobal

AI Parts Demand — US Auto Parts Distributor ($800M Revenue)

Fill rate 88%→97% | Inventory -$4.8M | Stockout revenue $2.8M recovered
16 weeks

The Problem We Were Brought In To Solve

$800M US auto parts distributor: 88% fill rate causing churn, $4.8M excess slow-moving inventory, manual demand planning.

How Revino Delivered

ML parts demand forecasting: vehicle parc data, weather-driven failure patterns, regional driving habits, promotional impact.

Measurable Business Impact

Fill rate: 88%→97%
Inventory cost: -$4.8M
Stockout revenue: $2.8M recovered
Forecast accuracy: 68%→91%
Customer retention: +12%
PythonLightGBMSnowflakeReactPostgreSQLAWS
Automotive IndustryAI Automation & AnalyticsAI & ML Engineering
KEY METRICS
97%
Fill rate
-$4.8M
Inventory cost
$2.8M
Revenue recovered
91%
Forecast accuracy
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