Test Data Validation Module

AI-guided anomaly detection

Pinpoint subtle issues in your measurement data across hundreds of signals in seconds.  

 


Test data challenges

Hidden test errors waste time & money

too much test data

Too much test data

With gigabytes of measurement data generated daily, overwhelmed engineers don't have time to validate the results.  

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Undetected errors

Wiring and sensor failures, configuration errors, and system defects can go unnoticed for months.

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Schedule and budget delays

Measurement issues that linger can mean invalid data, costly retesting, and schedule delays that waste time and money.  

Test Data Validation Module

Breakthrough Anomaly Detector algorithm finds more errors faster

 

  • Find multiple error types across hundreds of channels in seconds.
  • Discover issues in individual channels or complex multivariate issues.
  • Quickly inspect and prioritise errors using an intuitive data visualiser.
  • Industry-proven algorithm finds more than 95% of known errors.
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Initial testing showed the Monolith Anomaly Detector found more than 90% of known errors in our test data. We’re able to identify and fix issues in minutes that previously took weeks to discover.

- Head of Cell Testing, Battery Manufacturer


How it works

AI-guided Anomaly Detector

Train the detector

Start with clean test data to model your system and train the detector algorithm.

Inspect your test data

Apply the detector to your test results to find subtle measurement errors and defects in seconds.

Visualise and prioritise

Explore ranked anomalies with an interactive visualiser to prioritise corrective action. 

Automate the process

Integrate with your test systems to automate the detection process to find issues faster.

Monolith resources 

Learn more about AI-guided anomaly detection

Automate Data Inspection-1
On-demand webinar
Introducing AI-guided anomaly detection With Monolith
Accelerate EV Battery development with ai guided test
White paper
Accelerate EV battery development
with AI-guided test
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Anomaly detection blogs
Detect anomalies earlier and more accurately with Monolith resources

Ready to get started with anomaly detection?