Self-Healing Data Through Driver Calibration.

VYAN's drivers continuously calibrate against realized history. Assumed values — supplier lead time, yield, demand bias, Overall Equipment Effectiveness (OEE) — are recomputed from observed signal each cycle. The system corrects its own assumptions; data quality becomes a function of usage, not of cleansing.

Data-cleansing programs shrink or end. Master data accuracy rises automatically as the system runs. Time-to-value on the planning investment compresses because the system gets more accurate the more it runs.