{
  "title": "Contract packaging label application and verification data for AI",
  "source_page": "https://fiund.com/industries/packaging-label-application-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Approved artwork and an observed carton label are different evidence sources",
    "context": "Blank cartons carry original generic artwork and inert codes. No client design, product claim, production serial or live packing-line operation is included.",
    "records": [
      [
        "PL1",
        "Job J approval",
        "Approved artwork revision V2, dummy variant BLUE, for carton C1. V1 RED explicitly superseded for J."
      ],
      [
        "PL2",
        "Carton C1 view",
        "Original reviewer annotation reads applied label V1/RED on C1. Scripted line-check card cites J but repeats the approved V2 value without an observed-label field."
      ],
      [
        "PL3",
        "Carton C2 view",
        "Applied V2/BLUE visible, but C2 belongs to different job J2. No C1 relationship."
      ]
    ],
    "question": "What label was approved and what was observed on C1, and can the line-check card or C2 image remove the mismatch?",
    "answer": "PL1 approves V2/BLUE for J/C1, while PL2 observes V1/RED applied to that same carton, documenting a revision and variant mismatch. The line-check card copies the approved value but supplies no separate observed-label evidence. PL3 belongs to J2/C2 and cannot show what C1 carried. Preserve approved and observed values in separate fields rather than silently replace the visual finding with the intended artwork.",
    "failureModes": [
      "Reporting approved artwork as if it were the label observed on the carton.",
      "Using another job's correctly labeled carton to close the selected carton's mismatch."
    ],
    "fields": [
      [
        "Job and carton alias",
        "Defines the inspection target."
      ],
      [
        "Approved artwork revision and variant",
        "Records intended state."
      ],
      [
        "Observed label and reviewer source",
        "Supports the actual comparison."
      ]
    ],
    "holdout": "Add a C1 relabeling clip with its own later timestamp and reviewed V2 label. Require the earlier mismatch and later correction to remain distinct events.",
    "boundary": "Use owned props and original designs. Clear design and inspection-image rights separately; exclude real claims, orders and serials."
  }
}