Secure industrial command access
Predict failures before the spindle tells you.
ForgePulse AI connects CNC telemetry, SignalR live streams, predictive maintenance models, energy optimization, and role-aware controls in one plant-floor cockpit.
1s telemetry cadence
Random Forest RUL scoring
PostgreSQL audit trail
Operator sign-in