AI Agents for Household Brands: Investigate Refill and Case-Quantity Disputes

What this looks like in household consumables

A distributor claims that six cases arrived short, while the warehouse records loose refill packages and the invoice uses multipacks. The numbers appear inconsistent until the approved packaging relationships are applied. The Genie can assemble that comparison, but only if it retains each source unit and the effective pack definition.

Records, ownership, and update rules

Work through the process

1. 01
   Bound the disputed products

   Resolve the customer’s item descriptions to the original order lines. Similar refill and ready-to-use products should remain separate candidates until the stable identity is established.
2. 02
   Gather original quantities

   Collect the ordered, shipped, and claimed figures with their units intact. Keep a case count distinct from individual packages and avoid interpreting concentrate yield as a physical quantity.
3. 03
   Calculate with approved conversions

   Use deterministic comparisons and show the factor and effective version. If a conversion is missing or conflicts with the shipment configuration, stop the affected calculation.
4. 04
   Return a decision packet

   Describe the supported discrepancy, alternative explanations, missing evidence, and responsible next team. A finance reviewer should be able to reproduce the result before accepting a remedy.
5. 05
   Feed the Genie a yield-based claim and read the packet it returns

   Send the Genie a distributor email that states a shortage in finished-use volume rather than in packages, referencing a real NetSuite order. The packet should list the ordered quantity in cases, the shipped quantity in refill packages, and the claimed figure in its original unit, each with the conversion record it applied and that record's version. The claimed line should show no physical quantity and an open question to the distributor asking for the package count. If the Genie converts the volume figure into packages, labels the gap a confirmed shortage instead of an unresolved mapping, or drafts a credit amount, the job is not ready and the rollout stops.

Handle the exceptions explicitly

Claim uses product yield

Ask for the actual package quantity involved rather than converting an advertised use amount into stock.

Shipment was repacked

Require the approved contents evidence for the new packaging.

Several orders fit the claim

Request the correct order relationship instead of matching by amount or date alone.

What to verify before expanding

• Every comparison preserves original units and approved conversion evidence.
• The packet distinguishes a verified shortage from an unresolved mapping issue.
• An advertised usage yield cannot substitute for the physical package quantity being disputed.
• A repacked shipment requires its approved contents record before the agent calculates a shortage or proposed adjustment.

Technical references

• Stacksync Workflows quick start
• Stacksync NetSuite supported objects