INDUSTRY FIELD GUIDE
Steering and suspension component data for AI side-pair review
The Census category distinguishes steering and suspension components from springs.
NAICS 336330 · Motor Vehicle Steering and Suspension Components (except Spring) Manufacturing
The Census category distinguishes steering and suspension components from springs. A document-and-view exercise can preserve a component's reference side and its association with a fictional assembly. Census component scope
Draw original left and right component outlines with unequal attachment-marker spacing. Provide a pair list and an assembly view with its reference direction stated. Ask which pair matches the issued record. Include two left components with the correct total marker count and a mirrored image of the required pair. The key should separate quantity from side and orientation.
Label part, reference side, marker location, pair, drawing revision and view. Evaluate with a new outline and camera orientation. Score a correct count accepted as the required pair, mirror reversal and model-family matching used as exact part identity independently. Add a fully supported case and require the reviewer to cite the distinguishing markers.
Use original geometry and inert props without mechanical loading or installation. Vehicle-maker designs, supplier drawings, customer quality records and licensed inspection procedures require source-specific authority. Define the side-association task and specialist-reviewed key before submitting a licensing proposal. Establish buyer requirements before gathering actual records or additional capture. The exercise makes no fitment, alignment or roadworthiness determination.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A mirrored pair is intentional; two lefts are not
Original paper components have unequal feature spacing and marked faces. The example does not model vehicle fit.
| Record | Source | What it records |
|---|---|---|
| 1 | Kit map | One left L and one right R required; marked face visible for both. |
| 2 | Feature key | Square closer to triangle on L's upper edge; R reflects the pattern to its lower edge. |
| 3 | Kit photo | Both props show the upper-edge relationship under the marked face. |
Question for the model
How should the visible pair be labeled?
Show the reference answer and checks
Under the marked-face convention in records 1 and 2, both props have the L-like pattern. Record 3 supports two observed left-like geometries and no observed right-like geometry. A two-item count is not proof of a correctly handed pair.
- Counting pieces without checking handed features
- Comparing opposite faces as if they shared the same frame
Fields to preserve
- marked_face
- Aligns the orientation
- feature_relationship
- Identifies the handed pattern
- pair_completeness
- Counts each required side separately
Test another case
Show one prop upside down and require recovery using the face marker before labeling duplicates.
Paper geometry only; no actual suspension designs, installation, adjustment, fit or road safety.
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.