{
  "title": "Contract inventory count and recount records for AI",
  "source_page": "https://fiund.com/industries/contract-inventory-count-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A duplicate event and an independent recount must be treated differently",
    "context": "An original count-service fixture uses empty bins and dummy product labels. There are no client exports, serials, shrinkage findings or store layouts.",
    "records": [
      [
        "CI1",
        "Product A observations",
        "Event E1 initial count 22 units appears twice with identical event key. Independent recount E2 records 3 cases, reviewed label says 8 units per case."
      ],
      [
        "CI2",
        "Reviewer key",
        "Owned practice bin A contains 24 inert units. E2 is a separate observed recount, not a replacement row inferred from timing."
      ],
      [
        "CI3",
        "Product B",
        "Initial 10 units; later 2 cases with no B case-size field. No independent unit recount supplied."
      ]
    ],
    "question": "Which A discrepancy can be reconciled, and what prevents a corresponding unit comparison for B?",
    "answer": "CI1's repeated E1 key is one initial 22-unit event, not two observations totaling 44. E2 independently converts three cases at eight units to 24, matching CI2's reviewer key and documenting a two-unit discrepancy from the initial count. CI3 lacks B's case size, so its two-case recount cannot be compared numerically with ten units. Preserve independent events and conversion gaps without inferring client shrinkage or a financial cause.",
    "failureModes": [
      "Counting a duplicated event key as another observation.",
      "Borrowing another product's pack size or treating a recount discrepancy as proof of loss."
    ],
    "fields": [
      [
        "Product and count-event key",
        "Distinguishes duplicate from independent event."
      ],
      [
        "Quantity, unit and product-specific case size",
        "Supports conversion."
      ],
      [
        "Reviewer ground truth and unresolved basis",
        "Makes reconciliation checkable."
      ]
    ],
    "holdout": "Add B's case size as five but leave recount approval absent. Require numerical agreement at ten while preserving the separate review-state gap.",
    "boundary": "Use owned dummy inventory and original worksheets. Exclude real layouts, product serials and client loss records."
  }
}