{
  "title": "Tire and tube wholesale stock class and markings for AI",
  "source_page": "https://fiund.com/industries/tire-wholesale-sidewall-stock-class-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A pallet count cannot supply a distinguishing sidewall mark cropped from the image",
    "context": "Two original sidewall drawings and pallet cards use invalid stock labels. No real tire, client schedule, supplier price, fitment or live receiving process appears.",
    "records": [
      [
        "TWS1",
        "Pallet A",
        "Receipt confirms six dummy tires T-A. Matched readable drawing shows size S and load-style designation L1."
      ],
      [
        "TWS2",
        "Pallet B",
        "Receipt confirms four under pallet B, but exact variant field blank. Cropped image shows S; distinguishing designation obscured."
      ],
      [
        "TWS3",
        "Stock draft",
        "Assigns all ten to T-A/L1 from common size S. Separate catalog lists T-B with S and L2; no exact B identity link."
      ]
    ],
    "question": "Which quantities and attributes can be confirmed, and does B's count or visible size justify the draft stock class?",
    "answer": "TWS1 supports six exact T-A records with visible S and L1. TWS2 supports four received under pallet B and its visible size S, but no verified designation or variant. TWS3 cannot assign those four to T-A or T-B because both share S and the distinguishing field is cropped. Preserve the receiving count and uncertain stock class separately rather than call all ten one variant or infer actual fitment.",
    "failureModes": [
      "Applying a readable designation to a different pallet sharing its size.",
      "Treating a received count as proof of the item-level stock class."
    ],
    "fields": [
      [
        "Pallet and exact stock variant",
        "Defines receipt scope."
      ],
      [
        "Count, readable size and designation",
        "Separates evidence."
      ],
      [
        "Cropped field and source gap",
        "Limits classification."
      ]
    ],
    "holdout": "Add B's full sidewall showing L2 with no stock reference. Require visible designation to resolve while exact catalog association still needs review.",
    "boundary": "Use original drawings and dummy stock IDs. Exclude actual operations and orders; qualified staff retain fitment and safety decisions."
  }
}