INDUSTRY FIELD GUIDE
Other vehicle-parts data for AI variant and pack labels
The Census residual vehicle-parts category covers varied products.
NAICS 336390 · Other Motor Vehicle Parts Manufacturing
The Census residual vehicle-parts category covers varied products. A fictional mirror-housing pack offers a bounded task, matching unit contents to the required side and market variant in the issued order. Census other vehicle-parts scope
Design original paper housing silhouettes with separate side and market markers. Supply a packing record and order matrix. Ask whether the selected pack contains the specified variants. Include the correct number of housings with one market marker wrong, plus a carton label that describes only the product family. The key should preserve component-level evidence.
Annotate housing, side, market, pack, order line and view. Evaluate with a new marker placement and carton layout. Score correct count treated as correct content, family label substituted for variant and a hidden identifier guessed independently. Include a supported pack and require citations to both the order requirement and observed marker.
Use original shapes and neutral labels. Customer part designs, licensed branding, supplier declarations and owner-linked vehicle records need appropriate permission. Define the pack-review task and qualified key in the licensing proposal, with the exact product family stated. Confirm buyer acceptance before preparing commercial material or more capture. The example makes no installation or road-use recommendation and offers no guaranteed licensing income.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
Market and side are independent pack keys
Original paper housing shapes carry neutral side and market symbols.
| Record | Source | What it records |
|---|---|---|
| 1 | Order | Housing F2, left side, market X. |
| 2 | Box label | F2 left/X. |
| 3 | Open inspection | Housing stamp F2 right/X. |
Question for the model
Which housing attribute differs between the carton label and its contents?
Show the reference answer and checks
The box agrees with the order, but the visible contents in record 3 are right-side instead of left. The F2 family and market X agree independently. Flag a contents-versus-label side mismatch without claiming whether a real installation would fit.
- Relying on the box after contents evidence conflicts
- Conflating side with market assignment
Fields to preserve
- housing_family
- Identifies the base part
- side_key
- Disambiguates handed variant
- package_vs_contents
- Preserves both observed identifiers
Test another case
Use an interior stamp where market is hidden and report confirmed side mismatch without assuming market.
No actual vehicle parts, customer labels, installation advice or product compatibility.
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.