INDUSTRY FIELD GUIDE
Lamp and home furnishings product attribute data for AI
A shopper may describe two bulbs as equally bright while their packaging states different light output or color temperature.
NAICS 449129 · All Other Home Furnishings Retailers
A shopper may describe two bulbs as equally bright while their packaging states different light output or color temperature. DOE explains lighting metrics. A store can use original fixture and product cards to test whether software cites each attribute independently. DOE light bulb purchasing guidance
Make two inert mock boxes with similar graphics. Change one base identifier and one metric. Ask which attributes the label actually supports and whether the included fixture card establishes a match. Score units and source.
Use generic props and original copy. Exclude customer orders, live electrical equipment, proprietary product images and commercial price lists.
Describe a fictional lighting catalog sample
Original Fiund exercise
Brightness, color temperature and base fit need different evidence fields
Two inert bulb-box mockups and an original fixture card use invented products. There is no live electrical equipment, installation, customer or product recommendation.
| Record | Source | What it records |
|---|---|---|
| LB1 | Box A label | Practice bulb A: base B1, light output 800 lumens, color-temperature field 2700 K. Original label fully readable. |
| LB2 | Box B label | Practice bulb B: base B2, light output 800 lumens, color-temperature field 4000 K. Graphics resemble A. |
| LB3 | Fixture card | Mock fixture F names base B1 only. No other fit, electrical or operating criteria supplied. |
Question for the model
Which attributes match between A and B, and what narrow fixture match can the supplied card support?
Show the reference answer and checks
LB1 and LB2 share the stated 800-lumen output but differ in color temperature and base. Kelvin values are not brightness values. LB3 supports an exact B1 base-label match for A and no B1 match for B2, without establishing full compatibility because other fixture criteria are absent. Preserve each attribute and unit rather than infer identical light appearance or safe use from equal lumen ratings and similar packaging.
- Treating color-temperature numbers as light output.
- Calling a base-label match complete electrical compatibility or merging products with equal lumens.
Fields to preserve
- Bulb and base code
- Defines the association.
- Output in lumens and color temperature in kelvin
- Separates attributes.
- Fixture card scope and missing criteria
- Limits compatibility claims.
Test another case
Change B's base to B1 while retaining its different color temperature. Require both base labels to match without collapsing the light attributes.
Use inert props and original copy. Exclude customer orders and live equipment; the example gives no installation or safety advice.
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.