Anomaly detection
Robust z-scores against the same hour-of-week flag unexpected overnight load, unusual peaks and drops. Sustained shifts in daily totals are flagged separately.
Building optimization
Robust z-scores against the same hour-of-week flag unexpected overnight load, unusual peaks and drops. Sustained shifts in daily totals are flagged separately.
Simple, published thresholds for baseload ratio, peak-to-average, out-of-hours share and intensity versus your portfolio. Explanations are offered as hypotheses to check on site.
Replay measured history with tighter operating hours, out-of-hours reductions, a demand cap, efficiency gains or a different tariff.
Owners, target dates, evidence and an after-vs-before comparison once an action is marked implemented.