{
  "title": "Florist arrangement substitutions and stem count data for AI",
  "source_page": "https://fiund.com/industries/florist-bouquet-substitution-evidence-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A color substitution changes the specification without proving a hidden stem count",
    "context": "An original tabletop bouquet uses owned artificial stems and dummy order codes. There is no recipient, message card, occasion or actual order.",
    "records": [
      [
        "BFV1",
        "Original practice specification",
        "Arrangement A requires three BLUE and two WHITE stems. Approved substitution replaces WHITE with YELLOW for A only, keeping counts unchanged."
      ],
      [
        "BFV2",
        "First assembly view",
        "Reviewer sees three blue and two yellow stems placed into A with visible item references; no white stem shown."
      ],
      [
        "BFV3",
        "Second angle",
        "Wrapper hides one of the yellow stem ends. View supports three blue and one visible yellow, with another region obscured. No removal event supplied."
      ]
    ],
    "question": "What substitution is authorized, which view supports the full placed count, and does the obscured angle show that one yellow stem was removed?",
    "answer": "BFV1 authorizes two yellow in place of two white for A while retaining three blue. BFV2 supports all five placements under that specification. BFV3 has one obscured yellow region and no removal event, so its lower visible count does not show a change to the underlying arrangement. Keep specification, placement and view-limited detection separate rather than turn occlusion into an inventory decrease or apply the color approval to other orders.",
    "failureModes": [
      "Treating an approved color substitution as a change in total stem count.",
      "Interpreting a lower visible count in an occluded view as a confirmed removal."
    ],
    "fields": [
      [
        "Arrangement and approved substitute",
        "Defines the specification."
      ],
      [
        "Placed stem count and event view",
        "Supports actual assembly."
      ],
      [
        "Occlusion and missing removal evidence",
        "Limits later count claims."
      ]
    ],
    "holdout": "Add a separately observed removal from A. Require the underlying count to change only when the matching event is supplied.",
    "boundary": "Use owned artificial props, original forms and cleared footage. Exclude recipient details and actual order records."
  }
}