{
  "title": "Cosmetics retailer shade and package label data for AI",
  "source_page": "https://fiund.com/industries/cosmetics-retail-shade-label-revision-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Lighting resemblance cannot identify a shade whose code is unreadable",
    "context": "Empty mock beauty containers use original shade and label codes. There is no real formula, customer preference, product claim or safety advice.",
    "records": [
      [
        "CSL1",
        "Original shade register",
        "Range R: shade S10 has label v1, shade S11 has approved v2. Both use the same container shape and size."
      ],
      [
        "CSL2",
        "Package A photo",
        "Readable code S11 and v2 match the original register. Light differs from reference; reviewer does not use color alone as identity."
      ],
      [
        "CSL3",
        "Package B photo",
        "Looks similar to A under altered light, but shade and revision codes unreadable. No matched source card supplied."
      ]
    ],
    "question": "Which shade and label revision are supported for A, and can B be assigned the same identity from appearance?",
    "answer": "CSL1 and CSL2 support A's S11/v2 match through readable codes and the register, independently of altered lighting. CSL3 does not expose either needed field for B, so visual similarity cannot establish its shade or revision. Report B's unresolved code and request a clearer matched view or authoritative source. Keep observed appearance separate from documented identity, without inferring actual ingredients, product safety or suitability.",
    "failureModes": [
      "Matching shade by photographed color under different lighting.",
      "Copying an approved label revision to a neighboring product whose code is unreadable."
    ],
    "fields": [
      [
        "Range, shade and package alias",
        "Defines the variant."
      ],
      [
        "Readable code and label version",
        "Supports source matching."
      ],
      [
        "Lighting and missing identifier",
        "Preserves image limitations."
      ]
    ],
    "holdout": "Supply B's readable shade S10 but no revision. Require the shade to resolve while current label identity remains unverified.",
    "boundary": "Use owned empty props and original designs. Exclude shopper profiles, internal formulas and branded material without permission."
  }
}