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Variance against standard cost surfaces by line and item; AI decomposes material and labor drivers and proposes a corrective work order through an approval gate.
As incoming-inspection non-conformances accumulate, the vendor quality score drops and next-PO allocation is auto-proposed for rebalancing.
When an equipment-twin signal predicts wear, spare-part demand is reserved in inventory and the maintenance cost feeds back to the ledger cost account.