{
  "title": "Vehicle seating and trim data for AI pattern and seat positions",
  "source_page": "https://fiund.com/industries/vehicle-trim-pattern-seat-position-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A matching fabric name can mask a position mismatch",
    "context": "Original paper seat-panel shapes use one pattern alias with two different edge markers.",
    "records": [
      [
        "1",
        "Pattern register",
        "Pattern M in front position uses square locator; rear uses triangle."
      ],
      [
        "2",
        "Kit ticket",
        "Order needs front M."
      ],
      [
        "3",
        "Photo",
        "M label visible and triangle locator present."
      ]
    ],
    "question": "What position is supported by the visible features?",
    "answer": "The triangle points to rear M under record 1, even though the pattern alias matches the order in record 2. Record 3 therefore supports a position-specific discrepancy, not a fabric-name mismatch. Retain the visible locator as the basis for the label.",
    "failureModes": [
      "Using pattern alias alone to validate kit position",
      "Discarding locator evidence after matching the fabric name"
    ],
    "fields": [
      [
        "pattern_alias",
        "Identifies the shared style"
      ],
      [
        "seat_position",
        "Distinguishes the variants"
      ],
      [
        "edge_locator",
        "Provides independent evidence for position"
      ]
    ],
    "holdout": "Use a crop without the locator and require a position-unresolved label despite the readable M name.",
    "boundary": "No real interior patterns, consumer orders, vehicle compatibility or upholstery instructions."
  }
}