{
  "title": "Cosmetic preparation data for AI shade and declaration review",
  "source_page": "https://fiund.com/industries/cosmetic-shade-formula-declaration-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Shade number survived the variant change",
    "context": "Invented shade cards and neutral packaging proofs contain placeholder declaration keys only.",
    "records": [
      [
        "1",
        "Variant register",
        "Shade S4 under rev 1 points to declaration D1; rev 2 points to D2."
      ],
      [
        "2",
        "Packing order",
        "Use S4 rev 2 on order 23."
      ],
      [
        "3",
        "Artwork proof",
        "Front reads S4; back still carries placeholder D1."
      ]
    ],
    "question": "What issue remains despite the matching front shade?",
    "answer": "The back declaration reference is stale. Records 1 and 2 require D2 for S4 rev 2, while record 3 has D1. Matching the front shade does not reconcile the formula-version reference. Flag the proof and retain the version-specific evidence for review.",
    "failureModes": [
      "Treating shade identity as formula identity",
      "Comparing only the front panel of the proof"
    ],
    "fields": [
      [
        "shade_id",
        "Matches the visible variant"
      ],
      [
        "formula_revision",
        "Selects the appropriate declaration key"
      ],
      [
        "panel_reference",
        "Records which part of the proof carries each field"
      ]
    ],
    "holdout": "Change the front shade and leave the correct declaration; require independent front and back validation.",
    "boundary": "No real formulas, ingredient lists, regulatory clearance or skin safety claims."
  }
}