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INDUSTRY FIELD GUIDE

Leafy greens harvest-to-pack data for AI traceability

A harvest tote can receive a new ID at the packing station.

By Fiund · Updated 2026-11-05

NAICS 111219 · Other Vegetable (except Potato) and Melon Farming

A harvest tote can receive a new ID at the packing station. If an assistant sees the new label but misses the documented handoff, the lot can appear to come from a different harvest. USDA’s Harmonized GAP program includes produce food-safety audit material. micro1 has advertised workplace capture including agricultural settings. An AI records exercise and a paid filming opportunity need separate briefs. USDA Harmonized GAP · micro1 workplace recording listing

Use a clean empty tote, invented labels, and a fictional harvest worksheet. Record the old and new IDs, time of transfer, and who authorized the label change. Include a similar tote on the same timeline with no matching transfer. Ask the model to trace the first tote and report where it cannot verify the second. For a visual task, capture an unreadable label angle separately from a truly missing label.

Exclude worker identities, real field maps, buyer codes, and unresolved food-safety findings. Confirm both grower and packhouse permission before using jointly generated records.

Describe a produce handoff sample

Original Fiund exercise

A packhouse relabel needs a documented old-to-new tote link

An empty-tote staging example uses original labels and fabricated harvest records. It contains no food-safety finding, worker identity or actual produce traceability claim.

Fictional records supplied to the evaluator
RecordSourceWhat it records
LG1Harvest worksheetTote H-A belongs to fictional harvest L1. Tote H-B belongs to L2 on the same day.
LG2Authorized handoffTransfer T maps H-A to packhouse label P-A at 10:00. Original mock approval names both labels and L1.
LG3Other observationsP-B appears at 10:05 with no H-B cross-reference. A separate photo description shows H-B's label present but unreadable from that angle.

Question for the model

Which packhouse label has a verified harvest link, and is H-B's label missing or its relationship to P-B established?

Show the reference answer and checks

LG1 and LG2 trace P-A through H-A to L1 under transfer T. LG3 supplies no H-B-to-P-B relationship, so similar timing cannot establish it. The H-B photo description explicitly says its label is present but unreadable from that angle, which differs from a missing label. Report both the unresolved handoff and view limitation without assigning L2 to P-B or claiming a food-safety outcome.

  • Joining harvest and pack labels solely by adjacent timestamps.
  • Converting an unreadable label into a missing-label finding.

Fields to preserve

Harvest lot and original tote
Defines origin.
New label, transfer time and authority
Documents the handoff.
Readability and missing-link state
Separates visual limits from absent records.

Test another case

Add a readable H-B image but no transfer card. Require label readability to improve while the P-B origin remains unresolved.

Use clean empty props and dummy labels. Exclude maps, buyer codes and unresolved findings; real jointly generated records need grower and packhouse approval.

Download this fictional example and answer key (JSON)

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.

Primary sources and further reading