{
  "title": "Auto glass fitment and calibration evidence for AI",
  "source_page": "https://fiund.com/industries/auto-glass-fitment-calibration-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Variant matching, installation evidence and calibration evidence are separate checks",
    "context": "Two inert practice panels stand for glass variants with different dummy bracket markers. A fabricated service packet has no vehicle or calibration procedure.",
    "records": [
      [
        "AG1",
        "Original variant table",
        "Model alias V-A expects panel G1 with square marker; V-B expects G2 with triangle marker."
      ],
      [
        "AG2",
        "Bench view and installation card",
        "G1 label and square marker readable. Card states G1 installed for V-A under fictional job J."
      ],
      [
        "AG3",
        "Calibration field",
        "Job J calibration evidence pending. A screenshot caption from another job J2 says complete but names V-B."
      ]
    ],
    "question": "Which fitment and installation relationships are documented for J, and does the unrelated completed field close its calibration evidence?",
    "answer": "AG1 and AG2 support the stated G1/square-to-V-A match and an installation card for fictional job J. AG3 explicitly leaves J's calibration evidence pending. Its J2/V-B caption concerns a different job and cannot close that gap. Report documentary fitment, installation and calibration states independently rather than treating an installed panel or another vehicle's completion label as the missing verification.",
    "failureModes": [
      "Treating panel installation as proof of a separate calibration result.",
      "Joining job J and J2 or visually similar variants without exact identifiers."
    ],
    "fields": [
      [
        "Model, panel and distinguishing marker",
        "Makes the authored fitment match specific."
      ],
      [
        "Job-to-installation card",
        "Links the claimed installation to its source."
      ],
      [
        "Separate calibration evidence state",
        "Preserves an unresolved verification stage."
      ]
    ],
    "holdout": "Hide the square marker and panel label in a second view while retaining the installation card. Require the model to distinguish documented installation from unresolved visual variant identification.",
    "boundary": "Use inert mockups and original cards. Exclude VINs, customer data, diagnostic credentials, proprietary procedures and unlicensed screenshots."
  }
}