INDUSTRY FIELD GUIDE
Distillery data for AI proof and volume ledger review
TTB explains the distinction between liquid volume and proof gallons in its distilled-spirits reporting guidance.
NAICS 312140 · Distilleries
TTB explains the distinction between liquid volume and proof gallons in its distilled-spirits reporting guidance. That makes a precise AI calculation task when the supplied records identify which quantity each field represents. TTB Form 5110.11 guidance
Build an original storage ledger with a fictional receipt, a transfer and a bottling entry. Provide an explicit exercise calculation using liquid gallons and proof, then add one entry where proof is absent. Ask the assistant to reproduce the supported proof-gallon total and list the unresolved contribution. Include an inventory quantity expressed in liquid gallons beside it, so a bare-number sum produces an obvious basis error.
Annotate source units, proof, event type and calculation lineage. Hold out a new ledger layout and a transfer split into two containers for evaluation. Score arithmetic separately from using the wrong quantity basis. The reviewer key should show exactly why an incomplete entry cannot be converted from the available evidence.
Use invented values and original forms rather than an actual tax submission. Real production records, proprietary blends and customer details require permission. A licensing brief should name the evidence-and-calculation task, independently checked examples and permitted use. Buyer acceptance of that brief should precede preparation of a larger commercial archive.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
Liquid gallons and a derived proof-volume figure cannot be added directly
An original arithmetic fixture uses fictional ledger entries and an explicitly stated practice equation. It is not a tax form, production recipe, compliance calculation or actual transaction.
| Record | Source | What it records |
|---|---|---|
| DPV1 | Practice conversion | For this exercise only, derived proof-volume units=liquid gallons times stated proof divided by 100. Use exact linked proof values. |
| DPV2 | Matched entry A | Receipt A records 10 fictional liquid gallons and proof 80. Same item and event links both fields. |
| DPV3 | Incomplete entry B | Transfer B records 5 liquid gallons, proof field absent. A separate inventory row also reports liquid gallons only, not derived proof volume. |
Question for the model
What converted subtotal follows for A, and can B or the liquid-only inventory row be added to it?
Show the reference answer and checks
DPV1 and DPV2 yield eight practice proof-volume units for A: ten times 80 divided by 100. DPV3 lacks B's proof and provides inventory on the liquid basis only. Neither can be added as if already converted, and A's proof cannot be copied to B. Report the supported converted subtotal alongside unresolved liquid quantities without making an actual tax, production or reporting determination.
- Summing liquid and converted quantities as if they share a unit.
- Borrowing proof from another event to force an incomplete transfer into the total.
Fields to preserve
- Event and liquid volume
- Defines input scope.
- Matched proof and explicit equation
- Supports conversion.
- Derived units and missing input
- Limits aggregation.
Test another case
Split a synthetic receipt across two containers with distinct proofs. Require conversion per exact container before adding converted subtotals.
Use original fictitious ledgers and no live product. Exclude tax filings, actual blends and customer information.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.