INDUSTRY FIELD GUIDE
Hardware manufacturing data for AI handed-pair checks
Hardware manufacturing covers several articles within the Census classification.
NAICS 332510 · Hardware Manufacturing
Hardware manufacturing covers several articles within the Census classification. An original hinge exercise can make the task concrete through asymmetrical features, orientation and the issued component list. Census hardware scope
Design fictional hinge leaves with unequal hole patterns and create paper props. Supply a pair list and an assembly drawing with the viewing side marked. Ask which staged pair matches the order. Include two leaves with the correct total hole count but the wrong arrangement, plus a mirrored photograph that reverses the apparent handing.
Annotate leaf identity, hole position, reference side, pair and drawing revision. Evaluate with a new outline and naming scheme. Score counting without checking position, mirrored interpretation and an undocumented pair accepted independently. The key should point to the feature and drawing region that resolve each match.
Use original designs and inert props. Customer interfaces, licensed decorative work, supplier records and proprietary production files need authority for the intended AI use. Describe the geometry-and-pairing task and independently checked examples in the licensing brief. Establish the buyer's accepted sources before preparing a larger archive or additional capture.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
Correct two leaves, wrong relative handing
An owned hinge drawing uses paper leaves and unequal hole patterns.
| Record | Source | What it records |
|---|---|---|
| 1 | Drawing | With pin up and tabs facing viewer, leaf A's two-hole pattern goes left; B's three-hole pattern goes right. |
| 2 | Bench image | Pin up, tabs face viewer; A on right and B on left. |
| 3 | Pack count | One A and one B in the kit. |
Question for the model
Is the issue missing parts or assembly orientation?
Show the reference answer and checks
Record 3 supports a complete pair by identity. Under the viewing frame in records 1 and 2, the leaves are swapped left to right, so report an orientation discrepancy. Keep the evidence about part count separate from evidence about how the parts were paired.
- Treating a complete parts kit as a correctly oriented assembly
- Determining handedness without the specified viewpoint
Fields to preserve
- viewing_frame
- Stabilizes handedness
- leaf_pattern
- Identifies A and B by features
- relative_position
- Shows arrangement of the pair
Test another case
Use the reverse view of a correctly assembled pair; require applying the viewpoint before flagging a swap.
No real hardware fit, installation guidance, customer designs or load claims.
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.