{
  "title": "Sell pet food manufacturing data for AI label review",
  "source_page": "https://fiund.com/industries/pet-food-formula-label-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A familiar bag front does not support a claim copied from a previous formula approval",
    "context": "Original empty bag proofs and abstract statement codes replace real products and claims. There is no food, recipe, nutritional advice, customer or authorized product release.",
    "records": [
      [
        "PFL1",
        "Approval map",
        "Fictional formula V1 supports abstract statement S1, V2 supports S2. Run R explicitly records V2, same display product name as V1."
      ],
      [
        "PFL2",
        "Proof A",
        "Readable R/V2 reference, back panel carries S1 copied from earlier proof. Original reviewer notes the exact statement region."
      ],
      [
        "PFL3",
        "Proof B",
        "Front panel shows product name only; revision ID absent, back panel not supplied. A separate approved V2 proof C names S2 and R."
      ]
    ],
    "question": "Which proof matches the stated V2 evidence, which conflicts, and what must be requested for B?",
    "answer": "PFL1 and PFL3 match C's R/V2 and S2 fields. PFL2's A matches the run and revision but conflicts on S1 versus S2 in the back-panel region. B supplies neither revision nor statement view, so its front name cannot establish either. Request the missing source and keep transcription and source-supported approval separate. This fixture does not establish actual nutritional adequacy, label compliance or suitability for any animal.",
    "failureModes": [
      "Reading a statement accurately but attaching it to the wrong formula.",
      "Inferring a missing back-panel claim or approval from a familiar front label."
    ],
    "fields": [
      [
        "Run, formula version and claim map",
        "Defines approval scope."
      ],
      [
        "Proof and statement region",
        "Supports precise review."
      ],
      [
        "Missing panel and version evidence",
        "Limits conclusions."
      ]
    ],
    "holdout": "Use an unseen fictional recipe family and place the statement in another region. Require the exact source link rather than memorized layout.",
    "boundary": "Use original inert labels and abstract codes. Exclude real formulas and commissioned artwork without rights; qualified staff retain product judgments."
  }
}