INDUSTRY FIELD GUIDE
Tobacco retailer package and inventory evidence for AI
A catalog and stock ledger can use similar identifiers for different package configurations.
NAICS 459991 · Tobacco, Electronic Cigarette, and Other Smoking Supplies Retailers
A catalog and stock ledger can use similar identifiers for different package configurations. FDA publishes regulatory information for tobacco retailers. An original test can evaluate product inventory attribution without promoting products or simulating a sale. FDA tobacco retailer guidance
Create two inert, unbranded packages with different dummy quantity codes. Give one a confirmed stock record and the other an older catalog row. Ask which quantity is supported and where the model must flag an unmatched package. Score product identity and reporting period.
Use no tobacco, vaping devices, customers, marketing, age records, transaction data or store footage. Keep compliance and sales decisions with authorized staff.
Describe a fictional inventory matching exercise
Original Fiund exercise
A historical package configuration does not verify a current stock count
An original records-only exercise uses two empty unbranded props and abstract quantity codes. It contains no tobacco, vaping device, customer, marketing, age record or sale.
| Record | Source | What it records |
|---|---|---|
| TRI1 | Current ledger | Period P2, dummy configuration D-A: 6 packages counted. Original approved count explicitly names D-A and P2. |
| TRI2 | Other configuration | Prop D-B has a distinct quantity code and similar name. Older catalog period P1 lists D-B as offered, no current count. |
| TRI3 | Draft summary | Copies D-A's six-package count to D-B because display names match. No P2 D-B count or variant equivalence supplied. |
Question for the model
Which current count is supported, and can the historical D-B listing establish its P2 inventory?
Show the reference answer and checks
TRI1 supports six packages of configuration D-A in P2. TRI2 establishes a historical D-B catalog listing, not a P2 stock observation, and its distinct quantity code makes it another configuration. TRI3's copied count lacks both current-period and variant evidence. Report D-B as unmatched for current inventory rather than equate offered and counted quantities. This fixture neither depicts a regulated product nor simulates a sale or compliance decision.
- Using a historical catalog as a current stock count.
- Joining different package configurations by similar display names.
Fields to preserve
- Dummy configuration and period
- Defines the count.
- Count source versus catalog entry
- Separates inventory from listing.
- Quantity code and unresolved match
- Prevents cross-variant copying.
Test another case
Supply D-B's exact P2 count in individual units, not packages. Require its unit basis to remain separate until a conversion is supplied.
Use inert unbranded props and fictional records only. Exclude real products, transactions and customer or age data; authorized staff retain compliance decisions.
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.