ITSI integrates with the Machine Learning Toolkit (MLTK) to provide predictive KPIs. Instead of only alerting when a threshold is breached, predictive analytics can forecast when a KPI will breach its threshold in the future — for example, predicting that disk usage will hit 100% in 48 hours.
Predictive KPIs use algorithms like linear regression, exponential smoothing, and ARIMA to model KPI trends. This shifts operations from reactive (alert after failure) to proactive (alert before failure). Capacity planning dashboards use these forecasts to recommend infrastructure scaling decisions.