{
  "title": "Hardware product data for AI pack and compatibility checks",
  "source_page": "https://fiund.com/industries/hardware-order-lookup-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A case conversion can satisfy a piece count only when the SKU also matches the required thread",
    "context": "A fictional hardware catalog and purchase-order fixture uses inert codes and arbitrary attributes. It includes no real fitting, installation, customer, negotiated cost or manufacturer feed.",
    "records": [
      [
        "HOL1",
        "Order requirement",
        "Practice order needs 40 pieces of item family F, thread code T1 and size S. Buyer accepts full cases only in this fixture."
      ],
      [
        "HOL2",
        "Catalog variants",
        "Distributor SKU D1, maker code M1: F/S/T1, 20 pieces per case. Similar D2/M2: F/S/T2, 40 pieces per case."
      ],
      [
        "HOL3",
        "Draft order and image",
        "Draft selects one D2 case because 40 pieces. Separate lookalike image lacks thread measurement; no approved D1/D2 equivalence."
      ]
    ],
    "question": "Which case quantity meets the specified order, and why are the draft and lookalike image insufficient?",
    "answer": "HOL1 and HOL2 select D1/M1's T1 variant and two cases at 20 pieces each, yielding the required 40. HOL3's one D2 case has the right piece count but wrong T2 thread code. Its lookalike image lacks thread evidence and cannot override the documented mismatch. Preserve internal SKU, maker code and units independently; the exercise does not determine real-world installation suitability or recommend an actual fitting.",
    "failureModes": [
      "Choosing the pack that yields the right quantity while ignoring compatibility attributes.",
      "Inferring thread type from a similar photo or confusing manufacturer and distributor identifiers."
    ],
    "fields": [
      [
        "Order unit and required thread/size",
        "Defines exact criteria."
      ],
      [
        "Distributor and maker identifiers",
        "Preserves variant linkage."
      ],
      [
        "Pieces per case and missing measurement",
        "Supports conversion and abstention."
      ]
    ],
    "holdout": "Remove the required thread from a different product-family request. Require clarification even if one case size conveniently matches its quantity.",
    "boundary": "Use fabricated catalog records and original images. Exclude restricted feeds and prices; qualified staff retain actual fitment and purchase decisions."
  }
}