Physics-Driven Reliability

Predictive Maintenance Solutions for Industrial Challenges

Physics-based predictive maintenance for industrial assets with real-time anomaly detection, actionable alerts, and explainable diagnostics that reduce downtime and risk.

Physics-Driven Reliability

Proactive Solutions for Industrial Challenges

Harnessing physics to reveal hidden equipment risks – so you get timely alerts, clear diagnostics, and actionable intelligence to improve reliability and reduce downtime. 

Powerful, Physics-Based Predictive Maintenance in One Platform

True reliability starts with physics. We model how your equipment should perform under real conditions, then track live data for early signs of trouble. Our technology pinpoints degradation with scientific accuracy, so operators get instant and practical alerts they can trust.  

Our approach is clear from day one – no lengthy training periods, no mystery alerts. You can get transparent insights, fewer false alarms, less downtime, safer operations, and lower costs. 

Predictive Maintenance Solutions
Predictive Maintenance Solutions
Predictive Maintenance Solutions

Powerful, Physics-Based Predictive Maintenance in One Platform

True reliability starts with physics. We model how your equipment should perform under real conditions, then track live data for early signs of trouble. Our technology pinpoints degradation with scientific accuracy, so operators get instant and practical alerts they can trust.

Our approach is clear from day one – no lengthy training periods, no mystery alerts. You can get transparent insights, fewer false alarms, less downtime, safer operations, and lower costs.

Powerful, Physics-Based Predictive Maintenance Solutions in One Platform

True reliability starts with physics. We model how your equipment should perform under real conditions, then track live data for early signs of trouble. Our technology pinpoints degradation with scientific accuracy, so operators get instant and practical alerts they can trust.      

Our approach is clear from day one – no lengthy training periods, no mystery alerts. You can get transparent insights, fewer false alarms, less downtime, safer operations, and lower costs. 

Predictive Maintenance Solutions
Predictive Maintenance Solutions

Powerful, Physics-Based Predictive Maintenance in One Platform

True reliability starts with physics. We model how your equipment should perform under real conditions, then track live data for early signs of trouble. Our technology pinpoints degradation with scientific accuracy, so operators get instant and practical alerts they can trust.      

Our approach is clear from day one – no lengthy training periods, no mystery alerts. You can get transparent insights, fewer false alarms, less downtime, safer operations, and lower costs. 

Predictive Maintenance Solutions
Predictive Maintenance Solutions

Monitoring & Detection

Equipment Condition Monitoring

Continuous monitoring of critical assets to detect early warning signs and prevent costly breakdowns.

By tracking indicators like vibration, temperature, and other process signals, we spot early warning signs of wear or degradation.

Our physics-based diagnostics go beyond basic monitoring to analyze anomalies and forecast possible failures, helping you plan maintenance ahead of time.

Anomaly Analyzer Processing (Our Differentiator)

Our proprietary system goes beyond standard monitoring — applying physics-based diagnostics to analyze anomaly conditions with unmatched precision, providing insights most competitors simply cannot deliver.  

Predictive Maintenance Solutions

Investigation & Diagnostics:

Historical Data Analysis

Review anomaly history of equipment and compare to known current alert conditions to uncover hidden trends and early indicators of failure. 

Anomaly Investigations

Deep dive of equipment conditions of detected anomalies to determine the cause, severity, and recommended corrective actions.  

Post-Failure Review

Even for equipment not was actively monitored, we have the capability to perform forensic analysis investigations regarding the presence of condition indicators that may be useful for  future equipment fault identification.

Predictive Maintenance Solutions

Reliability & Support

Predictive Maintenance Support

Use anomaly insights to schedule proactive maintenance that extends asset life and minimizes downtime. 

Reliability & Risk Assessment

Comprehensive evaluations of equipment vulnerabilities to improve safety, reduce costs, and boost ROI. 

24/7 Consultation

Around-the-clock access to our anomaly detection experts for troubleshooting, guidance, and decision-making support whenever you need it. 

Predictive Maintenance Solutions

Monitoring & Detection

Equipment Condition Monitoring

Continuous monitoring of critical assets to detect early warning signs and prevent costly breakdowns.

By tracking indicators like vibration, temperature, and other process signals, we spot early warning signs of wear or degradation.

Our physics-based diagnostics go beyond basic monitoring to analyze anomalies and forecast possible failures, helping you plan maintenance ahead of time.

Anomaly Analyzer Processing (Our Differentiator)

Our system delivers ultra-precise, physics-based insights that no ordinary monitoring can match. 

Predictive Maintenance Solutions

Investigation & Diagnostics:

Anomaly Investigations

Get clear answers with in-depth analysis of each alert, including root cause, severity, and what to do next. 

Historical Data Analysis

Spot trends and uncover early warning signs by reviewing past anomalies and comparing them to current alerts. 

Post-Failure Review

Even if equipment wasn’t monitored, we can forensically analyze data to reveal hidden indicators and guide future maintenance. 

Predictive Maintenance Solutions

Reliability & Support

Predictive Maintenance Support

Use anomaly insights to schedule proactive maintenance that extends asset life and minimizes downtime. 

Reliability & Risk Assessment

Comprehensive evaluations of equipment vulnerabilities to improve safety, reduce costs, and boost ROI. 

24/7 Consultation

Access our experts anytime for troubleshooting, guidance, and fast support. 

Predictive Maintenance Solutions

Monitoring & Detection

Equipment Condition Monitoring

Continuous monitoring of critical assets to detect early warning signs and prevent costly breakdowns.

By tracking indicators like vibration, temperature, and other process signals, we spot early warning signs of wear or degradation.

Our physics-based diagnostics go beyond basic monitoring to analyze anomalies and forecast possible failures, helping you plan maintenance ahead of time.

Anomaly Analyzer Processing (Our Differentiator)

Our proprietary system goes beyond standard monitoring — applying physics-based diagnostics to analyze anomaly conditions with unmatched precision, providing insights most competitors simply cannot deliver.  

Predictive Maintenance Solutions

Investigation & Diagnostics:

Historical Data Analysis

Review anomaly history of equipment and compare to known current alert conditions to uncover hidden trends and early indicators of failure. 

Anomaly Investigations

Deep dive of equipment conditions of detected anomalies to determine the cause, severity, and recommended corrective actions.  

Post-Failure Review

Even for equipment not was actively monitored, we have the capability to perform forensic analysis investigations regarding the presence of condition indicators that may be useful for  future equipment fault identification.

Predictive Maintenance Solutions

Reliability & Support

Predictive Maintenance Support

Use anomaly insights to schedule proactive maintenance that extends asset life and minimizes downtime. 

Reliability & Risk Assessment

Comprehensive evaluations of equipment vulnerabilities to improve safety, reduce costs, and boost ROI. 

24/7 Consultation

Around-the-clock access to our anomaly detection experts for troubleshooting, guidance, and decision-making support whenever you need it. 

Physics-Based Anomaly Detection

The Physics Advantage

Our proprietary technology uses a novel approach to provide a clearer window into your data.

Founded on physics, our soon-to-be patented system is explainable by default—no guesswork, no opacity. It takes in data as-is, including aliased or slow signals, and starts providing value sans long deployment training.

Our software builds confidence through the following

Monitoring and Detection

Monitoring & Detection

Continuous monitoring detects early warnings to prevent costly failures.

Diagnostics & Investigation

Go beyond alerts with physics-based diagnostics that uncover root cause and support your analysis.

Reliability & Support

Ensure safety and extend equipment life with 24/7 expert support to protect critical assets and prevent failures.

Our Process

Straight Forward Workflow

From Hidden Failures to Reliable Operations​

Problem

Undetected anomalies lead to costly downtime

Hidden wear and damage in rotating equipment can quietly halt your operations. Small faults often go unnoticed until they cause major breakdowns. Traditional monitoring either misses early warning signs or overloads you with false alarms, leaving operators unsure when or how to act. This leads to expensive downtime, increased safety risks, and unnecessary stress. 

Solution

Physics-based modeling to detect anomalies and provide clear diagnostics.

  • Compares real equipment measured signals with physical models.
  • Isolates meaningful anomalies from random noise.
  • Provides clear, traceable insights.

We take a different approach. Unlike black-box solutions, our diagnostic system is rooted in physics and classical digital signal processing. We derive physical model parameters from a composite model comprising individual sensors and equipment components. This allows us to isolate only meaningful anomalies from random noise. When the system detects energy that deviates from the model’s predicted behavior, it generates an InstaAlert with clear, physics-based evidence.

Outcome

Turn real-time data into actionable insights and reliable outcomes

  • Detect faults early with continuous anomaly monitoring.
  • Receive instant, real-time alerts that reduce uncertainty.
  • Pinpoint the root cause with physics-based diagnostics

Our product was successfully deployed to a major oil and gas company where it detected large pipeline leaks and precursors of wear in electric submersible pumps. This allowed operators to extend equipment life and identify active damage in critical valves, resulting in process changes that saved significant operational costs.

Why Choose Us?

Trusted:

Validated by major industry players and featured in technical case studies for our robust data conditioning and alert generation systems.

Actionable:

We don’t just give you data; we provide plain-language diagnostics explaining the type and severity of every anomaly.

Physics-Based:

By relying on first principles rather than just statistics, we ensure our models are accurate from the moment of deployment.

At IET, we provide predictive maintenance solutions that deliver actionable insights to protect your assets, reduce downtime, and drive operational efficiency.

Build confidence with transparent alerts​

Our predictive maintenance solutions are built on advanced engineering principles and have been featured by MathWorks, highlighting our expertise in physics-based modeling for industrial asset monitoring.