{
  "title": "Paint retailer tint order, base and finish data for AI",
  "source_page": "https://fiund.com/industries/paint-retail-base-sheen-revision-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A similar swatch cannot prove the selected base or revised sheen",
    "context": "Empty original prop cans and independently drawn swatches use abstract color and finish labels. There is no paint formula, chemical handling, customer address or actual product-use advice.",
    "records": [
      [
        "PSH1",
        "Order versions",
        "Mock order O1 color C, base B1, original sheen S1. Approved v2 changes only sheen to S2, retaining base and color."
      ],
      [
        "PSH2",
        "Can A image",
        "Readable original label C/B1/S2, matched O1/v2. Fixed-light appearance described independently."
      ],
      [
        "PSH3",
        "Similar swatch and other can",
        "Swatch looks like C but belongs to earlier O0/S1. Can B label C/B2/S2; color and sheen match but base differs."
      ]
    ],
    "question": "Which can matches the current order fields, and can the swatch or matching color override the different base or sheen evidence?",
    "answer": "PSH1 and PSH2 match A to current O1/v2: C, B1 and S2. PSH3's old swatch does not verify O1's revised sheen, and can B conflicts on base despite matching color and sheen labels. Preserve each attribute and its written source rather than infer formulation or finish from appearance under one light. The exercise establishes a mock order match, not product-use, environmental or compliance advice.",
    "failureModes": [
      "Using a similar swatch from another order to establish the current sheen.",
      "Accepting color and finish while ignoring a conflicting base field."
    ],
    "fields": [
      [
        "Order and revision",
        "Selects current requirements."
      ],
      [
        "Color, base and sheen",
        "Separates variant attributes."
      ],
      [
        "Observed label and swatch provenance",
        "Limits visual inference."
      ]
    ],
    "holdout": "Add a label where base is obscured but color and sheen match. Require a partial match and clearer base evidence.",
    "boundary": "Use original empty containers and swatches. Exclude formulations, private color libraries and customer records; qualified staff retain actual product decisions."
  }
}