
MachNous is an intelligent assistant built to understand the unique heartbeat of your equipment, ensuring you never get caught off guard by a sudden mechanical failure. MachNous continuously analyzes vibration and acoustic sensor data across the plant and provides you with real-time alerts for machine faults.
What MachNous Delivers
AutoML pipelines for rapid model development with no-code configuration
Pre-trained models for predictive maintenance, quality prediction, and yield optimisation
Continuous online learning — models adapt as process conditions evolve
Explainable AI layer: every prediction accompanied by contributing variables
From Data to Decision
Baseline Asset Health
MachNous pairs your mechanical knowledge with data-driven asset baselines:
- Data Ingestion: learns from historical vibration, temperature, and torque.
- Automated Profiling: models what "healthy" looks like for every pump, compressor, and turbine.
Detect Early Degradation
MachNous shifts your maintenance strategy from reactive to proactive:
- Early Detection: catches micro-wear and thermal shifts days or weeks before functional failure.
- Live Evaluation: continuously benchmarks real-time sensor streams against expected behavior, beating traditional DCS threshold alarms.
Isolate Mechanical Faults
MachNous goes beyond generic warnings to provide instant root-cause diagnostics:
- Isolates the Cause: instantly pinpoints the specific mechanical variables driving the anomaly.
- Enables Proactive Repair: order the right parts and schedule targeted maintenance, eliminating emergency shutdowns.
Why Teams Run MachNous
Predict the Break, Don't React to It
MachNous watches your asset data to catch failures long before they happen:
- Continuous Tracking: monitors vibration, sound, temperature, and performance data 24/7.
- Early Prevention: spots tiny anomalies early, letting you schedule maintenance instead of facing catastrophic breakdowns.
Eliminate Unplanned Outages
MachNous eliminates the high costs of unexpected asset trips:
- Avoid Surprises: know exactly when machinery needs attention.
- Protect Production: schedule repairs during planned turnarounds instead of emergency shutdowns.
Extend the Life of Expensive Assets
MachNous catches mechanical drift early to protect your most expensive, hard-to-replace machinery:
- Extend Asset Lifespan: protects structural integrity before failure destroys asset value.
- Maximize Capital Savings: reduces long-term replacement costs to deliver massive savings.
Impact Across the Process Industries
Compressor Failure Prediction
MachNous vibration-signature model deployed at an offshore facility predicts reciprocating compressor failures much in advance on average, preventing unplanned shutdowns.
Bearing Fault Detection
MachNous tracks acoustic signatures from various components of equipment and detects the early signs of degradation using its sophisticated deep learning models.
Streamlined Maintenance Schedule
MachNous’ model based continous analysis of equipment allows turning plant from preventive or time based maintenance to predictive or equipment health based maintenance schedule.
Measurable Results, Not Promises
See MachNous on your data
Book a technical walkthrough and we'll map it to your existing OT/IT systems.