{
  "title": "Beauty salon color swatch and service version data for AI",
  "source_page": "https://fiund.com/industries/salon-swatch-recipe-version-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A swatch's visible color and its documented service version are separate evidence",
    "context": "Factory-colored inert practice fibers have original dummy version cards. The exercise uses no chemicals, treatments, client images or actual formulas.",
    "records": [
      [
        "SWC1",
        "Matched-light reference",
        "Swatch A/fiber F1 under light L has version card V1. Swatch B/F1 under L has V2."
      ],
      [
        "SWC2",
        "Alternate image",
        "A label readable under different light K; visible hue differs from its L view."
      ],
      [
        "SWC3",
        "Mismatched card image",
        "B label readable but adjacent card says V1. Register still links B to V2; no authorized correction supplied."
      ]
    ],
    "question": "What version does the register support for B, and can A's changed-light appearance or nearby V1 card establish a changed sample or formula?",
    "answer": "SWC1 supports B's V2 association. SWC3 creates a conflict with the adjacent V1 card, not an authorized replacement for that register. SWC2 identifies A under changed light, so its hue difference does not by itself establish a changed fiber, sample or formulation. Preserve identity, lighting and source-version evidence separately and flag the card mismatch rather than inferring a treatment outcome or formula.",
    "failureModes": [
      "Treating lighting-induced hue differences as proof of a changed service version.",
      "Using the nearest card to override a readable swatch ID and its source register."
    ],
    "fields": [
      [
        "Swatch and fiber identity",
        "Defines the material being compared."
      ],
      [
        "Light and camera conditions",
        "Makes color comparison limits explicit."
      ],
      [
        "Version register and conflicting card",
        "Preserves the source of each label."
      ]
    ],
    "holdout": "Use a different fiber type under the same light with a similar hue. Require the model to identify the material-basis difference before comparing apparent results.",
    "boundary": "Use authorized inert swatches and original photos. Exclude chemicals, clients, formulas, treatment claims and protected product material."
  }
}