INDUSTRY FIELD GUIDE
Vehicle seating and trim data for AI pattern and seat positions
Vehicle seating and interior trim has a distinct Census scope.
NAICS 336360 · Motor Vehicle Seating and Interior Trim Manufacturing
Vehicle seating and interior trim has a distinct Census scope. An original annotation task can connect a cut-piece pattern and trim reference with the seat position specified in the executed record. Census vehicle-trim scope
Create self-authored paper seat-panel shapes and an original pattern register. Use two panels with the same outer dimensions and a different notch. Ask which pattern belongs to the selected front-seat position. Include a rear-seat panel with a similar color label and a later artwork change. The key should identify position, notch and effective pattern separately.
Record panel, seat position, reference side, notch, pattern revision and assembly event. Evaluate with a different motif and naming scheme. Score color-only matching, front and rear position confused and future artwork applied to an earlier build independently. A supported case should identify the source field and visible feature resolving the assignment.
Use original designs and paper props. Vehicle-maker artwork, licensed textiles, customer geometry, supplier declarations and employee images need appropriate authority. A licensing proposal should define the pattern-position task and checked key, including rights to the motif. Confirm buyer requirements before actual archive preparation or authorized capture. This exercise concerns identity and makes no occupant-restraint, material-performance or vehicle safety assessment.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A matching fabric name can mask a position mismatch
Original paper seat-panel shapes use one pattern alias with two different edge markers.
| Record | Source | What it records |
|---|---|---|
| 1 | Pattern register | Pattern M in front position uses square locator; rear uses triangle. |
| 2 | Kit ticket | Order needs front M. |
| 3 | Photo | M label visible and triangle locator present. |
Question for the model
What position is supported by the visible features?
Show the reference answer and checks
The triangle points to rear M under record 1, even though the pattern alias matches the order in record 2. Record 3 therefore supports a position-specific discrepancy, not a fabric-name mismatch. Retain the visible locator as the basis for the label.
- Using pattern alias alone to validate kit position
- Discarding locator evidence after matching the fabric name
Fields to preserve
- pattern_alias
- Identifies the shared style
- seat_position
- Distinguishes the variants
- edge_locator
- Provides independent evidence for position
Test another case
Use a crop without the locator and require a position-unresolved label despite the readable M name.
No real interior patterns, consumer orders, vehicle compatibility or upholstery instructions.
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.