INDUSTRY FIELD GUIDE
Counter-service order handoff data for evaluating AI
An order can look complete because a bag is on the pickup shelf even though one item has been remade.
NAICS 722513 · Limited-Service Restaurants
NAICS 722515 · Snack and Nonalcoholic Beverage Bars
An order can look complete because a bag is on the pickup shelf even though one item has been remade. Figure lists restaurant and cafe activity among settings for its task capture program. A scoped evaluation can focus on handoff and order identity rather than filming an open dining area. Figure Index launch
Record where the order state changes
For a limited-service restaurant, stage two fictional bag orders with similar labels and one missing item that must be rechecked. At a beverage counter, stage a remade drink and an old ticket that should be retired. Label the original order, updated version, item verification, pickup status and the moment a worker catches the discrepancy. The expected response should identify the mismatch or ask for clarification. Reserve a different label style for evaluation.
A buyer may need video, a sequence of sanitized ticket states, or both. Ask what it needs to infer without access to the real point-of-sale system.
Use a closed training counter
Make all tickets, names and order numbers fictional. Keep payments, guest faces, voices, delivery addresses and staff screens out of the scene. Obtain the operator’s and participants’ permission. Use a separate, safe training setup outside active service and follow applicable food-handling procedures. FDA retail food protection
Show one version change and how a person verifies the handoff. Describe collection capabilities
Original Fiund exercise
Resolve a remade practice item before a bag handoff
An original closed-counter exercise uses inert props, invented tickets and no point-of-sale access. It evaluates order identity and versioned handoff evidence.
| Record | Source | What it records |
|---|---|---|
| TICKET-17A | Original practice ticket | Order 17 contains prop A and prop B under version A. |
| TICKET-17B | Confirmed revision | Version B retires the first B item and calls for its marked replacement B2. |
| CHECK-17 | Bag check | The supplied check confirms A and the retired B item. It has no B2 confirmation. |
| CHECK-71 | Different order check | Order 71 has a verified B2 prop under its own ticket. |
Question for the model
Does the package establish that order 17 matches its current ticket? Identify the exact missing check.
Show the reference answer and checks
Order 17's current version requires A and B2. CHECK-17 confirms A but only the retired B item, so it does not establish a match to version B. CHECK-71 belongs to another order and cannot verify 17's replacement. A matching B2 check for order 17 is missing. A bag on a shelf or a prepared-looking prop does not supply that record.
- Using the old ticket to accept a bag after its confirmed revision.
- Borrowing the replacement check from similarly numbered order 71.
Fields to preserve
- Order and ticket version
- Preserve both the entity and current requested contents.
- Retired and replacement item
- Keep the remake relationship explicit.
- Item verification and pickup
- Separate a checked bag from a recorded handoff.
Test another case
Add the correct B2 check but omit pickup. The answer should recognize the content match without inventing a completed handoff.
Use original tickets and harmless props outside active service. Exclude customers, voices, payments, addresses, live orders and staff screens.
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.