AI Agents for Packaged Food Brands: Investigate Grocery Short-Shipment Claims

What this looks like in packaged food and snacks

A grocer claims ten cases missing from a snack delivery. The warehouse has two shipment records, but the retailer’s receipt only covers the first truck. The Genie must link the second delivery to the same purchase order and check whether it was actually received, rather than assuming every shipped case reached the retailer.

Records, ownership, and update rules

Work through the process

1. 01
   Bound the disputed lines

   Start with the claim’s purchase order and item references. A deduction total alone does not identify which products or shipments the retailer believes are missing.
2. 02
   Build the shipment timeline

   List each actual shipment and related delivery evidence. Separate planned, shipped, and received states so a later truck cannot be treated as received merely because it exists in the ERP.
3. 03
   Compare like quantities

   Normalize the case or unit comparison using the effective retailer pack definition. Keep the original values visible and state which conversion supports the comparison.
4. 04
   Prepare the next action

   Return the likely explanation, missing evidence, and owner. If a receipt is missing, draft a precise request for that document instead of drafting an unsupported claim rejection.
5. 05
   Run the ten-case claim with a second truck and no retailer receipt

   Give the Genie the scenario claim: ten cases short, two NetSuite shipment records against one purchase order, and a retailer receipt in Postgres that covers only the first truck. Read the packet it returns. Shipped quantities and acknowledged receipts must sit in separate columns, and every case figure must name the conversion it used. If the packet counts the second truck as delivered, or shows a normalized quantity with no cited conversion, the rollout stops there. The second shipment should appear as unresolved, with a drafted Gmail request for the missing receipt waiting on customer operations for approval, not sent. A packet that settles the shortage without that request fails.

Handle the exceptions explicitly

Second shipment lacks receipt proof

Mark its delivery status unresolved and request the relevant evidence.

Retailer item maps to two SKUs

Stop the affected comparison until product operations confirms the correct item relationship.

Claim quantity changes

Version the investigation and rerun the affected comparisons before review.

What to verify before expanding

• The packet distinguishes shipped goods from acknowledged receipts.
• Every normalized case quantity cites its approved conversion.
• A second shipment without retailer receipt evidence remains unresolved instead of being counted as delivered against the claim.
• A revised claim quantity updates the comparison and packet version before the original conclusion can be reused.

Technical references

• Stacksync Workflows quick start
• Stacksync NetSuite supported objects