{
  "title": "Powersports dealer model and accessory compatibility data for AI",
  "source_page": "https://fiund.com/industries/powersports-dealer-accessory-compatibility-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "In-stock status does not establish accessory compatibility for a different trim",
    "context": "Two nonfunctional display shapes use original fictional model-year and trim cards. No real ATV, VIN, key, installation, customer or operating demonstration is involved.",
    "records": [
      [
        "PCF1",
        "Practice compatibility card",
        "Accessory X documented for model M/year Y1/trim A only. No listed fit for trim B or year Y2."
      ],
      [
        "PCF2",
        "Inventory card",
        "Accessory X in stock with quantity 3. Similar accessory Z also stocked. Inventory records do not establish fitment."
      ],
      [
        "PCF3",
        "Display photos",
        "Trim B mock mounting shape resembles trim A. No dimensioned verification or approved B compatibility reference supplied."
      ]
    ],
    "question": "What compatibility and availability facts are supported, and can the similar trim B shape establish an X fit?",
    "answer": "PCF1 supports X's documented practice match only for M/Y1/trim A. PCF2 separately reports three units in stock, without adding a trim or year to the fitment scope. PCF3's similar mounting shape does not establish B compatibility without its own verified reference. Preserve availability and exact variant conditions as different fields rather than recommend modification, installation or safe use of actual equipment from the display.",
    "failureModes": [
      "Treating inventory availability as proof of model compatibility.",
      "Extending a trim-specific reference from similar-looking mounting geometry."
    ],
    "fields": [
      [
        "Model, year and trim",
        "Defines the variant."
      ],
      [
        "Accessory and compatibility source",
        "Limits the match."
      ],
      [
        "Stock status and unresolved fitment",
        "Separates availability from applicability."
      ]
    ],
    "holdout": "Add a verified B card for year Y2 only. Require Y1/B to remain unsupported rather than apply a newly approved year globally.",
    "boundary": "Use original cards and authorized inert props. Exclude vehicles, orders and manuals; qualified staff retain actual fitment decisions."
  }
}