{
  "title": "Building material dealer component rating and variant data for AI",
  "source_page": "https://fiund.com/industries/building-material-dealer-rating-variant-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A rating card applies to its exact option suffix, dimension and measurement unit",
    "context": "Two original display-window drawings have artificial dimensions and rating fields. No actual certification graphic, customer plan, price or installation recommendation appears.",
    "records": [
      [
        "BRV1",
        "Variant A",
        "Model W-A, width 30 practice inches. Original card R-A v2 matches W-A and width 30; value 0.30 in invented rating unit U."
      ],
      [
        "BRV2",
        "Variant B",
        "Model W-B, width 36. Attached card names W-A/30 and 0.30 U; no B-specific rating record."
      ],
      [
        "BRV3",
        "Legacy summary",
        "Older generic W-family card lists 0.28 without unit or option suffix. No approved relationship to either current variant."
      ]
    ],
    "question": "Which performance value can be attributed under the supplied records, and what is missing for W-B?",
    "answer": "BRV1 supports W-A's 0.30-U practice value at width 30 under R-A v2. BRV2 differs in suffix and width, so A's card does not establish W-B's rating. BRV3 lacks both unit and exact variant, leaving it unsuitable as a substitute. Request a current B-specific card with dimensions and units rather than assume a common product line shares one performance result or infer actual certification.",
    "failureModes": [
      "Applying a neighboring variant's rating despite differing dimensions and suffix.",
      "Comparing unlabeled legacy numbers with a current measured field."
    ],
    "fields": [
      [
        "Model suffix and dimension",
        "Defines the display variant."
      ],
      [
        "Rating value, unit and revision",
        "Preserves meaning."
      ],
      [
        "Source match and missing specification",
        "Supports the check."
      ]
    ],
    "holdout": "Add a B-specific card that uses a different rating unit. Require a documented conversion or qualification before comparing numerical values.",
    "boundary": "Use original drawings or authorized props. Exclude plans, addresses, quotes and licensed graphics; qualified staff retain actual product decisions."
  }
}