INDUSTRY FIELD GUIDE
Glazing pane label and orientation data for AI
A pane label can identify a product while leaving its orientation ambiguous in a photograph.
NAICS 238150 · Glass and Glazing Contractors
A pane label can identify a product while leaving its orientation ambiguous in a photograph. The National Glass Association’s glazing manual provides context for the field. A contractor can create a visual matching test with safe training props and no real project details. NGA glazing manual
Use a transparent plastic practice panel, two dummy edge labels and a fictional opening schedule. Show a readable label and its orientation reference. Add glare or an angled view where one detail cannot be seen. Ask what the model can identify and what additional view is needed. The answer should preserve panel identity separately from placement or acceptance.
Do not handle live glazing, film at height, or include protected glass specifications, client drawings, workers, or reflected private information. Obtain rights to both the prop imagery and reference text.
Describe a glazing label sample
Original Fiund exercise
Identify the pane without guessing its hidden orientation marker
Transparent plastic practice panels replace glass. Dummy product and edge labels make identity and orientation separate visual questions.
| Record | Source | What it records |
|---|---|---|
| GP1 | Fictional opening schedule | Opening O7 names panel P7 with arrow UP toward marker N. |
| GP2 | Glare-affected photograph | P7 product label readable; arrow and N marker obscured by glare. |
| GP3 | Second angled photograph | Arrow UP visible on a panel; product label cropped and no shared identifying marker connects it to GP2. |
Question for the model
Does the photo set establish P7's product identity, its scheduled orientation, or its actual placed orientation?
Show the reference answer and checks
GP2 supports the product identity P7. GP1 states P7's scheduled orientation relative to marker N, but GP2 does not show the needed orientation markers. GP3 shows an arrow on an unidentified panel and lacks a verified link to GP2. The packet therefore distinguishes known product identity and intended orientation from unresolved observed placement. It supplies no installation acceptance evidence.
- Combining two unlinked views as though they show the same pane.
- Reporting scheduled orientation as an observed installed condition.
Fields to preserve
- Product label visibility
- Establishes which panel a view identifies.
- Orientation reference visibility
- Shows whether arrow and frame reference can be compared.
- Cross-view identity link
- Prevents an unrelated close-up from filling missing visual evidence.
Test another case
Provide a continuous practice clip showing both labels before glare obscures one. Test whether the model can cite the earlier linked frames while preserving what is invisible in the final frame.
Use lightweight plastic props and cleared images. Do not handle production glazing, work at height or capture client drawings, protected specifications or reflected private information.
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.