INDUSTRY FIELD GUIDE
Institutional furniture data for AI room and kit assignments
The Census manual separates institutional furniture from other furniture manufacturing.
NAICS 337127 · Institutional Furniture Manufacturing
The Census manual separates institutional furniture from other furniture manufacturing. An original room-kit exercise can connect delivered components with the room and configuration specified in the approved schedule. Census institutional-furniture scope
Create a fictional training-room schedule with two room types and neutral furniture-kit identifiers. Supply an order matrix, packing records and a change log. Ask which kit is supported for each room. Include the right number of desks with one configuration wrong and a change approved only for a later room. The key should preserve both kit content and change effectivity.
Annotate room, kit, component, configuration, schedule revision and packing event. Evaluate with a new room-label scheme. Score quantity-only acceptance, a later room's change backdated and delivery to the building treated as assignment to a specific room independently. A supported case should cite the schedule requirement and exact packing or room-assignment record.
Use original schedules and paper props without children, patients or real institutional interiors. Customer floor plans, licensed designs, facility information and supplier reports require appropriate authority. A licensing brief should define the assignment task, accepted sources and qualified answer key. Confirm buyer requirements before commercial records or new capture. The example makes no accessibility, installation or safety-compliance determination for an actual room.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A correct total can still leave one room short
A fictional training center uses two room kit IDs and a neutral schedule, without identifying occupants.
| Record | Source | What it records |
|---|---|---|
| 1 | Room schedule | Room A needs two kit K1; room B needs one K2. |
| 2 | Packing manifest | A receives one K1 and one K2; B receives one K1. |
| 3 | Warehouse total | Two K1 and one K2 picked. |
Question for the model
What does the location-level reconciliation show?
Show the reference answer and checks
The total inventory agrees with record 1, but record 2 misallocates one K1 and one K2. A is short one K1 and has an extra K2; B has K1 instead of K2. Reassign by room rather than treating record 3 as completion.
- Reconciling totals without room-level scope
- Ignoring a surplus in one room paired with a shortage elsewhere
Fields to preserve
- room_id
- Defines destination grain
- kit_type
- Distinguishes configurations
- quantity_by_room
- Surfaces allocation errors
Test another case
Add a staged carton with no delivery scan; keep it separate from confirmed room receipts.
No actual site plans, student or worker identities, installation details or accessibility 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.