Physics-grounded remaining-useful-life for industrial equipment — generated from the OEM manual, no failure history required.
connecting…
CNC spindle · sectioned view—
healthydegradingpast thresholdRUL bands are ±2σ · click a component to focus
Component
Status
RUL (h)
Band (±2σ)
This twin was generated by the Kaful pipeline from the spindle's OEM manual — no historical failure data. The numbers below are the model's own output; you're driving its final stage.