AI Inventory Management Needs Measured Inputs, Not Book Values

AI inventory management is only as good as the data it is fed. For bulk materials that data is a book value, so models learn the error. Measuring stockpiles with LiDAR gives forecasting a real input.
You Can’t Manage What You Can’t Measure: Why Supply Chain Autonomy Starts at Receiving

Supply chain autonomy depends on accurate inventory data, yet bulk materials are still tracked as book values corrected by monthly surveys. Measuring stockpiles with LiDAR turns that number into a measured value that ERP and SCADA can act on.
Accurate Volume Measurement for Silos

Two silo failures hide behind instruments that look like they are working: an arch across the outlet and a rathole down the middle. Volume and peak pile height, read together through one drawdown, tell them apart before production stops.
A Belt Scale Cannot Tell a Centered Load From One That Is Destroying Your Belt

Somebody sweeps up under your conveyor. Maybe every shift, maybe every week, and the pile is always in roughly the same stretch of the run. Meanwhile the belt scale reports tonnage that looks fine, because from where that instrument sits, the tonnage is fine. A belt scale measures force on a weighbridge and integrates it […]