INDUSTRY FIELD GUIDE
Concrete product data for AI embed and face evidence
Other concrete products include many articles, so a data proposal should name its specific operation.
NAICS 327390 · Other Concrete Product Manufacturing
Other concrete products include many articles, so a data proposal should name its specific operation. The Census manual defines the category. An original precast-panel exercise can focus on the position and orientation of embedded components. Census concrete-product scope
Make a small cardboard panel with neutral embed markers, an original shop drawing and a fictional inspection traveler. Show a pre-closure view and a finished front view. Reverse one embed while leaving the visible finished face unchanged. Ask the model which observations require the earlier view and which drawing revision applies. Include a mirrored drawing labeled as the opposite face.
Annotate panel identity, reference face, embed identifier, drawing revision and evidence view. Reserve a new panel outline for evaluation. Score face reversal, use of an outdated instruction and unsupported claims about hidden parts independently. The review key should compare the supplied geometry without asserting structural capacity or installation approval.
Use original drawings and inert props. Actual engineered details, licensed connection designs and customer project records require appropriate authority and specialist review. Describe the evidence-review task and independently checked examples in the licensing proposal. Confirm buyer requirements before preparing real project archives or recording additional manufacturing steps.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A visible embed has the wrong face assignment
A folded cardboard panel uses fictional embed circles. No structural design or work instructions are modeled.
| Record | Source | What it records |
|---|---|---|
| 1 | Panel map | Embed E4 designated on face F; back face B should show no circle at that coordinate. |
| 2 | Photo | Circle labeled E4 visible next to B face marker. |
| 3 | Second view | F face at that coordinate is hidden by the stand. |
Question for the model
What can the reviewer flag without guessing what is hidden?
Show the reference answer and checks
Flag E4 observed on B, contrary to the face assignment in record 1 and supported by record 2. Record 3 does not prove that face F lacks another mark. Report the visible back-face discrepancy and leave front-face coverage unresolved.
- Reporting absence from a hidden region
- Using camera-facing side as the designated front
Fields to preserve
- face_marker
- Anchors front and back identity
- embed_coordinate
- Maps observation to the intended position
- view_coverage
- Prevents unobserved absence claims
Test another case
Use a reflection that shows the F marker reversed; require distinguishing the reflection from a physical back view.
No actual embed design, lifting points, building plans or structural acceptance.
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.