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AI for Manufacturing & CPG

19 ready-to-build AI use cases for manufacturing & cpg teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
19use casesfor Manufacturing & CPG
5kinds of jobthe bars below
1,267sample documentsin these kits’ data
1,547test casesgraded by code
118failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 118 named failures

  • Applied the wrong rule · 23%
  • Dates, numbers and arithmetic · 21%
  • Added or dropped an item · 20%
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All 19 kits

Manufacturing & CPGUC0037Check each production batch's lab certificate against its limits55 certificates measuredManufacturing & CPGUC0066Trace a suspect raw-material lot through your plant50 trace files measuredManufacturing & CPGUC0077Catch the purchase-order lines your supplier never answered50 PO acknowledgments measuredManufacturing & CPGUC0216Decide whether a returned appliance is repaired or scrapped60 returned units measuredManufacturing & CPGUC0217Match a short payment to the promotion that covers it60 customer deductions measuredManufacturing & CPGUC0253Sort out a plant's stuck GR/IR lines64 open GR/IR items measuredManufacturing & CPGUC0281Route each factory's exception message to the right desk64 MRP exception message measuredManufacturing & CPGUC0309Check a contract processor's statement against your own notes58 statement reconciliation packets measuredManufacturing & CPGUC0314Catch a factory posting that ties but is wrong60 reconciliation packs measuredManufacturing & CPGUC0344Catch the real cause in a factory's downtime log62 downtime event records measuredManufacturing & CPGUC0384Catch a missing test in a supplier's certificate320 incoming inspection packets measuredManufacturing & CPGUC0425Check a food label proof against its approved copy62 label-copy packets measuredManufacturing & CPGUC0482Draft denial letters for a food maker's short-paid invoices64 deduction case files measuredManufacturing & CPGUC0513Write the cutover checklist for a plant's engineering change64 engineering change order packets measuredManufacturing & CPGUC0559Set the right priority on a food plant's maintenance requests64 maintenance requests measuredManufacturing & CPGUC0565Decide whether a plant's corrective action actually stopped the defect62 corrective action files measuredManufacturing & CPGUC0587Find why a plant paid above standard cost for parts64 purchase price variance lines measuredManufacturing & CPGUC0604Check a plant's slow-moving stock for the controller's year-end reserve64 slow-moving items measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026