{
  "title": "How warehouses can prepare pick-and-pack data for AI",
  "source_page": "https://fiund.com/industries/warehouse-operations",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Track a wrong pick, a correction and an unverified pack",
    "context": "A training bay uses inert mock items, original labels and fabricated orders. The exercise stays away from docks, powered equipment and live shipments.",
    "records": [
      [
        "ORDER-W1",
        "Original pick instruction",
        "Order T17 requests two blue practice clips from bin C."
      ],
      [
        "TAKE-W2",
        "Observed first pick",
        "The operator selects one blue and one green clip, then checks the instruction."
      ],
      [
        "TAKE-W3",
        "Observed correction",
        "The green clip is returned and a second blue clip is visibly selected."
      ],
      [
        "PACK-W4",
        "Incomplete endpoint",
        "The final carton interior is hidden, and no independent packing confirmation is supplied."
      ]
    ],
    "question": "Which pick correction is documented, and does the packet prove the final packed contents?",
    "answer": "W2 documents the initial color mismatch and verification step. W3 documents replacing green with a second blue clip, matching the requested pick. The hidden carton and absent confirmation do not establish the final packed contents. Preserve a corrected pick and an unverified pack as different outcomes. The intended order cannot substitute for evidence of the final handoff.",
    "failureModes": [
      "Losing the initial error when labeling only the final corrected pick.",
      "Treating the corrected selection as proof of unseen packed contents."
    ],
    "fields": [
      [
        "Order, bin and requested quantity",
        "Retain the exact pick target."
      ],
      [
        "Observed item and count",
        "Record what each view supports."
      ],
      [
        "Verification and correction time",
        "Preserve the transition that resolves the wrong pick."
      ],
      [
        "Packing evidence",
        "Keep an independently confirmed endpoint or an explicit gap."
      ]
    ],
    "holdout": "Use a different shelf layout and label design with a fully visible packing check. Hold out the item instances and layout together.",
    "boundary": "Use a controlled approved bay and consenting adults. Exclude carrier labels, client inventory, live system screens, real floor plans and shipment information."
  }
}