{
  "title": "Specialty grocery wholesale assortment and substitution data for AI",
  "source_page": "https://fiund.com/industries/specialty-grocery-wholesale-bundle-change-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A one-for-one substitution applies to the named package format and order line",
    "context": "An original variety-pack exercise uses empty cartons and invented coffee-format aliases. No beverage, formula, customer, purchase or vendor catalog appears.",
    "records": [
      [
        "SGW1",
        "Order V",
        "Line 1 expects two cartons of format A; line 2 expects one carton of format B. Original order specifies format IDs."
      ],
      [
        "SGW2",
        "Substitution card",
        "One-for-one approval replaces one A on line 1 with format C. Does not change line 2 or authorize replacing both A cartons."
      ],
      [
        "SGW3",
        "Observed pack-out",
        "Readable one A, one C and one lookalike D. D has different format from B; no second approval or B observation."
      ]
    ],
    "question": "Which line is supported under the approved change, and why is the three-carton total insufficient for the other line?",
    "answer": "SGW1 through SGW3 support line one's two cartons as one original A plus one approved C substitute. Line two still requires B, but the observed third carton is D, a distinct format. The one-for-one change does not extend to line two or authorize D. Preserve exact format and approval scope rather than equate a correct outer carton count or visual similarity with full order fulfillment.",
    "failureModes": [
      "Applying a line-specific one-for-one substitution across other formats or quantities.",
      "Treating a correct overall count as proof that every order line matches."
    ],
    "fields": [
      [
        "Order line and required format",
        "Defines the intended mix."
      ],
      [
        "Approved substitution quantity and target",
        "Limits changes."
      ],
      [
        "Observed carton code and mismatch",
        "Supports reconciliation."
      ]
    ],
    "holdout": "Add a second C carton instead of A. Require line one to fail the one-substitution limit despite matching its count.",
    "boundary": "Use original empty cartons and art. Exclude formulas, private orders, vendor files and commercial terms."
  }
}