{
  "title": "Pet supply retailer lot and shelf inventory data for AI",
  "source_page": "https://fiund.com/industries/pet-retail-food-lot-shelf-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A lot-specific shelf count cannot be assigned to every bag with the same product name",
    "context": "Two empty owned prop bags use original lot labels in a closed training shelf. There is no food, pet, customer, recall decision or live store footage.",
    "records": [
      [
        "PLS1",
        "Product and lot cards",
        "Dummy product P has lots L1 and L2. Similar art and same product name; distinct readable lot marks."
      ],
      [
        "PLS2",
        "Shelf count",
        "Original count event C1 explicitly records four P/L1 props in position S. Reviewer checks the lot marks."
      ],
      [
        "PLS3",
        "Receiving row",
        "P receipt lists six units but lot field blank. A nearby L2 bag is visible without a matching receiving or shelf-count reference."
      ]
    ],
    "question": "Which lot has a verified count, and can the unlotted receipt establish L2's received or shelf quantity?",
    "answer": "PLS2 supports four observed L1 props in S under a reviewed lot-specific count. PLS3's receipt supports a product-level six-unit figure but lacks the lot association needed to assign it to L2. A visible L2 prop does not establish its received quantity or another counted set. Keep product, lot, receiving and shelf states separate without making a real inventory, recall or product-safety decision from an unlinked row.",
    "failureModes": [
      "Applying a product-level count or receipt to a specific lot without evidence.",
      "Inferring quantity from a nearby bag or merging distinct lots with identical branding."
    ],
    "fields": [
      [
        "Product and lot mark",
        "Defines traceable identity."
      ],
      [
        "Shelf position and counted quantity",
        "Supports local observation."
      ],
      [
        "Receiving target and unresolved lot",
        "Limits receipt attribution."
      ]
    ],
    "holdout": "Add a reviewed receipt mapping the six units to L2 but no shelf count. Require receiving to resolve while shelf quantity remains unknown.",
    "boundary": "Use empty original props. Exclude veterinary records, shoppers and actual food; staff retain safety and sales decisions."
  }
}