Fig. 3

Recommendation engine workflow for curing-setpoint selection. Based on the best-performing model (BPM), the system forecasts the 28-day strength at the end of mixing and proposes batch-specific curing adjustments before curing starts to keep the product within specification. Abbreviations for variables are defined in Table 1.