{
  "title": "Lime manufacturing data for AI product-form and dispatch review",
  "source_page": "https://fiund.com/industries/lime-product-form-ticket-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A dispatch alias omits physical form",
    "context": "Fictional material cards use inert drawings. No actual handling, composition or use advice is supplied.",
    "records": [
      [
        "1",
        "Catalog",
        "Alias L-series covers mock pellet P2 and powder P3."
      ],
      [
        "2",
        "Pick ticket",
        "Order R6 asks for P2."
      ],
      [
        "3",
        "Dispatch scan",
        "R6 record says L-series; no suffix or inspected-form field."
      ]
    ],
    "question": "What can be confirmed from dispatch?",
    "answer": "Record 3 confirms only the L-series family for R6. Record 1 makes that compatible with more than one form, and record 2 establishes the requested P2 but not what left the facility. Require the scanned variant or independent form evidence for an exact match.",
    "failureModes": [
      "Using order intent as shipped identity",
      "Expanding a family alias to a unique form"
    ],
    "fields": [
      [
        "form_variant",
        "Distinguishes family members"
      ],
      [
        "ordered_id",
        "Represents expected fulfillment"
      ],
      [
        "scanned_id_scope",
        "Bounds what dispatch actually supports"
      ]
    ],
    "holdout": "Add a second scan that explicitly supersedes the family-only scan; retain both and use the effective variant.",
    "boundary": "No actual lime products, handling instructions, application claims or commercial records."
  }
}