Prediction insight consists of forecasting alert volume or ingestion rate, providing a perspective into how many alerts Ops team can expect in future. OIA can perform this prediction analysis on multiple dimensions, including alerts coming a certain source, or alerts of certain application, severity, site or even alerts of certain symptom. In addition to prediction insights, OIA also provides seasonality and anomaly detection when ML jobs are run, which can be executed on-demand or scheduled to be run periodically, which helps in continous learning, training and testing of models.