{
  "title": "Confectionery wholesale assortment and component revision data for AI",
  "source_page": "https://fiund.com/industries/confectionery-wholesale-assortment-revision-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A case-level revision can change one wrapped item without changing the outer count",
    "context": "Two original empty cases and inert wrapped props use dummy assortment codes. No real ingredients, allergens, customer order or product-safety claim is included.",
    "records": [
      [
        "CWA1",
        "Original case lists",
        "Cases C1 and C2 each expected four props: A, B, C, D. Shared outer description DEMO MIX."
      ],
      [
        "CWA2",
        "Approved revision",
        "C2-only update replaces D with E, total still four. C1 list unchanged. Original scope explicitly names C2."
      ],
      [
        "CWA3",
        "Packaging views",
        "C2 photo shows A/B/C and one obscured wrapper. C1 photo shows all four original codes. No independent C2 E observation supplied."
      ]
    ],
    "question": "Which component list applies to each case, and does C2's packaging view verify the changed item?",
    "answer": "CWA2 applies the A/B/C/E revision to C2 only and leaves C1 on CWA1's A/B/C/D list. CWA3 supports C1's visible original mix and C2's three readable codes, but its obscured fourth wrapper does not verify E. Same outer name and total do not establish the internal substitution. Preserve the approved list and actual visibility separately; the exercise supplies no ingredient or allergen determination.",
    "failureModes": [
      "Propagating a case-specific substitution to every case with the same outer description.",
      "Treating the approved component list as observed evidence for an obscured wrapper."
    ],
    "fields": [
      [
        "Case and approved list revision",
        "Defines the intended mix."
      ],
      [
        "Component code and visible count",
        "Supports observations."
      ],
      [
        "Scope and unresolved changed item",
        "Limits verification."
      ]
    ],
    "holdout": "Add a C2 image revealing D instead of E. Require a documented mismatch rather than override the image from the approved list.",
    "boundary": "Use original empty props and copy. Exclude recipes and vendor documents; qualified staff retain actual product and safety decisions."
  }
}