{
  "title": "Apparel wholesale prepack ratio and variant data for AI",
  "source_page": "https://fiund.com/industries/apparel-wholesale-prepack-ratio-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A same-color size substitution preserves carton count while changing the prepack ratio",
    "context": "One owned practice carton contains blank garment props with original size and color tags. No actual order, licensed art, price, customer or allocation data is present.",
    "records": [
      [
        "APW1",
        "Required matrix",
        "Carton K requires BLUE S=2, M=2; GRAY S=1, M=1. Expected total six pieces."
      ],
      [
        "APW2",
        "Reviewed carton observation",
        "K actually contains BLUE S=1, M=3; GRAY S=1, M=1. Full labels visible and matched to K."
      ],
      [
        "APW3",
        "Second take",
        "One blue size label obscured. Total six and blue count four visible, but no complete blue size breakdown from this view alone."
      ]
    ],
    "question": "Which totals match, what ratio differs, and can the second take independently confirm the size substitution?",
    "answer": "APW1 and APW2 both total six, with four blue and two gray. The blue S:M ratio changes from 2:2 to 1:3, so one small-to-medium substitution is reflected in the reviewed counts while gray stays unchanged. APW3 confirms overall and color counts but its hidden label prevents an independent complete size check. Preserve the matrix and visibility rather than treat a balancing carton count as proof of correct assortment.",
    "failureModes": [
      "Checking only the carton total and missing a shifted size ratio.",
      "Filling an obscured size from the required matrix rather than observed labels."
    ],
    "fields": [
      [
        "Carton and expected size/color matrix",
        "Defines the assortment."
      ],
      [
        "Observed variant counts and label source",
        "Supports comparison."
      ],
      [
        "Occlusion and verified total",
        "Separates coverage from composition."
      ]
    ],
    "holdout": "Swap a gray garment's color while retaining its size. Require the color mix error to be detected even if the size-only totals match.",
    "boundary": "Use owned blank garments and original tags. Exclude orders, supplier art and commercial allocation files."
  }
}