{
  "title": "Energy consulting measurement baseline and comparison data for AI",
  "source_page": "https://fiund.com/industries/technical-energy-baseline-conditions-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Lower total energy with fewer operating hours is not an isolated savings estimate",
    "context": "A fictional consulting exercise has abstract meter totals and runtime. It contains no actual load profile, utility bill, control setting or proposed intervention.",
    "records": [
      [
        "TE1",
        "Practice baseline period",
        "100 energy units over 10 operating hours; period length stated and meter basis fixed."
      ],
      [
        "TE2",
        "After period",
        "80 energy units over 8 operating hours under the same meter basis. Activity/output quantity missing."
      ],
      [
        "TE3",
        "Review note",
        "No adjustment model or evidence isolating the invented intervention's effect from runtime/output changes supplied."
      ]
    ],
    "question": "What direct total and hourly differences can be reported, and does the packet establish 20 units of intervention-caused savings?",
    "answer": "TE1 and TE2 show total use falling from 100 to 80 while operating hours fall from ten to eight. Both simple energy-per-hour ratios equal ten under the stated basis. TE3 provides no adjustment model or output evidence isolating an intervention effect. Report the raw totals and runtime normalization separately, without calling the 20-unit difference verified intervention-caused savings or inferring unchanged activity.",
    "failureModes": [
      "Attributing the full total reduction to an intervention while runtime also changed.",
      "Treating a simple hourly ratio as a complete measurement-and-verification model."
    ],
    "fields": [
      [
        "Meter unit and period",
        "Defines the measured total."
      ],
      [
        "Operating hours and activity basis",
        "Shows material baseline conditions."
      ],
      [
        "Adjustment model and assumptions",
        "Identifies evidence needed for a causal savings claim."
      ]
    ],
    "holdout": "Keep runtime constant but change output quantity. Require the model to notice the new comparability issue rather than relying only on matched hours.",
    "boundary": "Use invented logs and assumptions. Exclude utility bills, client loads, controls and proprietary calculations."
  }
}