Commercial partnerships built for industrial scale.
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Proven on extreme assets,
powerful everywhere.
Deterministic edge intelligence monitoring high-criticality assets across energy, manufacturing, and hyperscale operations.
Turbomachinery & Gas Turbines
Continuous sub-surface shaft orbit and hydrodynamic journal bearing film analysis.
Heavy Stamping Presses
Tie-rod strain gauge monitoring and clutch/brake hydraulic pressure shock analysis.
AI Hyperscale Transformers
Substation step-down transformer acoustic resonance and partial discharge detection.
Centrifugal & Slurry Pumps
Impeller acoustic emission isolating cavitation erosion before mechanical seal blowout.
Reciprocating Compressors
Piston rod run-out, crosshead pin bearing vibration, and suction valve thermal drift.
High-Speed CNC Spindles
Ceramic hybrid bearing micro-spalling isolation across 5-axis aerospace machining cells.
Industrial Extruders
Twin-screw thrust bearing shock pulse and barrel heating zone anomaly isolation.
Industrial Cooling Towers
Right-angle gearbox vibration, blade pitch imbalance, and drive shaft misalignment.
Hydraulic Power Units (HPUs)
Hydraulic power unit particle contamination, pump cavitation, and seal bypass tracking.
SAG & Ball Grinding Mills
Pinion gear root stress, trunnion bearing lubrication starvation, and shell bolt fatigue.
Heavy Overhead Cranes
Trolley wheel bearing spalling, wire rope sheave wear, and hoist brake torque monitoring.
Rotary Kilns & Calciners
Tire and roller support bearing vibration, shell ovality, and girth gear runout tracking.
Desalination SWRO Skids
Isobaric pressure exchanger leakage, feed pump impeller cavitation, and membrane fouling.
High-Pressure Boilers
Tube wall thinning, superheater acoustic steam leak isolation, and thermal fatigue cycles.
Overland Conveyor Drives
Overland conveyor drive pulley bearing monitoring, belt rip detection, and motor slip tracking.
Turbomachinery & Gas Turbines
Continuous sub-surface shaft orbit and hydrodynamic journal bearing film analysis.
Heavy Stamping Presses
Tie-rod strain gauge monitoring and clutch/brake hydraulic pressure shock analysis.
AI Hyperscale Transformers
Substation step-down transformer acoustic resonance and partial discharge detection.
Centrifugal & Slurry Pumps
Impeller acoustic emission isolating cavitation erosion before mechanical seal blowout.
Reciprocating Compressors
Piston rod run-out, crosshead pin bearing vibration, and suction valve thermal drift.
High-Speed CNC Spindles
Ceramic hybrid bearing micro-spalling isolation across 5-axis aerospace machining cells.
Industrial Extruders
Twin-screw thrust bearing shock pulse and barrel heating zone anomaly isolation.
Industrial Cooling Towers
Right-angle gearbox vibration, blade pitch imbalance, and drive shaft misalignment.
Hydraulic Power Units (HPUs)
Hydraulic power unit particle contamination, pump cavitation, and seal bypass tracking.
SAG & Ball Grinding Mills
Pinion gear root stress, trunnion bearing lubrication starvation, and shell bolt fatigue.
Heavy Overhead Cranes
Trolley wheel bearing spalling, wire rope sheave wear, and hoist brake torque monitoring.
Rotary Kilns & Calciners
Tire and roller support bearing vibration, shell ovality, and girth gear runout tracking.
Desalination SWRO Skids
Isobaric pressure exchanger leakage, feed pump impeller cavitation, and membrane fouling.
High-Pressure Boilers
Tube wall thinning, superheater acoustic steam leak isolation, and thermal fatigue cycles.
Overland Conveyor Drives
Overland conveyor drive pulley bearing monitoring, belt rip detection, and motor slip tracking.

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