INDUSTRY FIELD GUIDE
Commercial laundry and linen handling data for AI
A laundry workflow can teach a model how a bundle is sorted, tracked and inspected.
NAICS 812320 · Drycleaning and Laundry Services (except Coin-Operated)
NAICS 812331 · Linen Supply
A laundry workflow can teach a model how a bundle is sorted, tracked and inspected. Figure cites laundry among real-world tasks in its capture program. A commercial site should verify that its proposed task is eligible. The provider’s workflow, equipment and permissions determine what can be captured. Figure Index launch
Label custody before and after sorting
For a garment service, stage clean practice garments with fictional tags and one pair that could be put in the wrong order. For linen supply, stage a clean reusable bundle with a count discrepancy between the cart label and the return manifest. Record the item or bundle identifier, handoff, confirmed count and the reviewer’s outcome. A buyer can test tag recognition, grouping, or whether the assistant flags an unresolved discrepancy. Use a different tag design as a holdout.
For a records-only sample, use the fabricated manifest and chain of custody. If a project needs action sequences, record them at a stationary training table. EPA WaterSense describes commercial laundry equipment and operating contexts that can inform the sampling plan. EPA commercial laundry guidance
Separate the shoot from actual customer material
Use authorized clean practice items. Exclude personal garments, hotel or health client tags, chemical handling, powered equipment and contaminated textiles. Get site and participant permission before filming.
Start with one custody exception and a verified count. Describe collection capabilities
Original Fiund exercise
A cart label and a verified bundle count can disagree
Clean owned practice linens and fictional tags support a stationary custody exercise. No real customer textile, healthcare tag, chemistry or powered plant is used.
| Record | Source | What it records |
|---|---|---|
| LCU1 | Practice dispatch manifest | Bundle B1: 12 clean items for order O1. Bundle B2: 8 for O2. |
| LCU2 | Reviewed B1 handoff | Receiver counts 10 in B1 and records discrepancy. Outer cart label still says 12. |
| LCU3 | Sorting image | Readable O2 tag on one item beside B1; no authorized transfer or revised B1 count confirms inclusion. |
Question for the model
Which B1 count is verified at receipt, and can its cart label or the nearby O2 item close the discrepancy?
Show the reference answer and checks
LCU2 independently verifies ten items received in B1 and records the difference from LCU1's twelve dispatched. The unchanged cart label repeats the dispatch claim rather than overturning the count. LCU3's O2-tagged item is a custody conflict or review lead, not an authorized addition to O1. Preserve dispatch, receipt and sorting evidence separately instead of silently balancing the bundle from nearby items.
- Using an outer label to replace a reviewed inner count.
- Assigning a neighboring order's tagged garment to B1 without a transfer record.
Fields to preserve
- Order and bundle identity
- Keeps custody groups distinct.
- Dispatched and verified-received count
- Makes the discrepancy explicit.
- Item tag and authorized transfer
- Prevents visual proximity from becoming ownership or custody evidence.
Test another case
Change the tag design on a second bundle and include an explicit two-item transfer. Require source-based reconciliation rather than memorized tag appearance.
Use authorized clean practice items and independent records. Exclude personal garments, client tags, contaminated textiles, chemicals and powered equipment.
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.