INDUSTRY FIELD GUIDE
Vehicle wholesale allocation and carrier handoff data for AI
A wholesale transfer can be allocated before the carrier accepts it.
NAICS 423110 · Automobile and Other Motor Vehicle Merchant Wholesalers
A wholesale transfer can be allocated before the carrier accepts it. NHTSA provides vehicle identifier resources, and Scale lists logistics and retail-related workflows in its data partnership. A distributor can show how it links separate records before discussing a scoped export. NHTSA VIN decoder · Scale Data Partnerships
Make an invented allocation of three units and a carrier receipt for two. Put the third on a corrected record under a second transfer ID. Ask what the original carrier acknowledged and where custody remains unconfirmed. Grade both the count and event source.
Use invalid unit IDs and original forms. Exclude real VINs, dealer agreements, customer details, routes and inventory exports from the pilot.
Describe a fictional vehicle handoff sample
Original Fiund exercise
Allocation of three units is distinct from carrier acknowledgment of two
An original wholesale-transfer fixture uses invalid unit aliases and two invented transfer references. No actual VIN, dealer term, route, customer or inventory export is included.
| Record | Source | What it records |
|---|---|---|
| VWH1 | Initial allocation | Transfer T1 allocates dummy units A, B and C. Allocation plan has no custody acknowledgment. |
| VWH2 | Carrier receipt | Original acknowledgment explicitly lists T1/A and T1/B only. No C field or aggregate acknowledgment beyond those two. |
| VWH3 | Approved correction | Moves C's planned allocation from T1 to T2. No carrier receipt for T2/C supplied; correction changes planning record only. |
Question for the model
What did the T1 carrier acknowledge, and which evidence is missing for the reallocated third unit?
Show the reference answer and checks
VWH2 documents carrier acknowledgment for A and B under T1, two units. VWH1 originally allocated C there, but VWH3 moves its plan to T2 without a matched carrier receipt. C remains planned under T2 with custody unconfirmed. Preserve allocation version and receiving-event scope rather than count three acknowledged from the initial plan or carry T1's partial receipt to another transfer.
- Equating an allocation plan with carrier acceptance.
- Applying the original transfer's acknowledgment to a reallocated unit under a different ID.
Fields to preserve
- Transfer and invalid unit alias
- Defines scope.
- Original/revised allocation
- Preserves planning history.
- Carrier acknowledgment and unconfirmed unit
- Limits custody claims.
Test another case
Add a T2 receipt for C with an ambiguous full-unit field. Require transfer identity to match while exact unit custody remains unresolved.
Use original fictitious records only. Exclude VINs, agreements, routes and actual inventory data.
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.