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AI-FOR-ENERGY4 MIN READ

Sort ideas by data readiness

Classify AI-for-energy ideas by data readiness before choosing a modeling path.

Sort each AI-for-energy idea by the data condition it is actually in. Model-ready Baseline-first Integration-first Discovery-first Three years of 15-minute campus load, weather joins, holiday flags, and known meter changes Solar forecast target is clear, but cloud-event labels and curtailment flags are inconsistent Utility bills exist only as PDFs in a vendor portal with no automated extract Technicians know bypass modes, but the historian has no standard operating-mode label Interval meter data and tariff tables are clean, and finance owns the cost baseline BMS points are available, but comfort complaints are not tied to zones or timestamps Work orders sit…

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