DiagFit, blind failure prediction
Designed for domain experts
Based on sensors data
Discover DiagFit
DiagFit is a blind failure prediction software, an essential step in the predictive maintenance process, enabling to anticipate and plan machine downtime.
Product description
Based on unsupervised machine learning algorithms at the cutting edge of research into industrial time series management, DiagFit enables extremely rapid implementation of a robust and reliable failure prediction solution.
Based on an incremental approach, DiagFit enables dynamic learning of equipment operation throughout its life, based on feedback from domain experts.
Gain a better understanding of your equipment
Thanks to our different exploration features (at temporal or spectral levels), reveal the information contained inside your data and find out more about how your equipment works.
Popular associated features:
- Correlation matrix
- Spectras et spectrograms
- Sensors comparison
Automate your diagnostic processes
Thanks to DiagFit’s automated workflows, you can automatically generate a diagnosis based on new data. This speeds up analysis by a factor of 10 for maintenance or customer support services.
Popular associated features:
- Sensors contribution
- Failure signature
- Agent automation
Reach predictive maintenance
Thanks to an iterative approach, the model and its parameters can be improved as new data is acquired. DiagFit identifies weak signals of failure that could lead to a more serious breakdown.
Popular associated features:
- Frequency band filtering
- Choice of multi-variate and mono-variate models
- Post-processing of scores (thresholds and smoothing)
Explore your data and discover what’s inside.
Don’t hesitate to talk to one of our experts for assistance.
An iterative approach to boost performance
Build
Prepare
At this stage, the software offers a set of functions for exploring, cleaning, transforming and annotating sensor data.
This crucial stage provides a better understanding of the information contained in the time series, and enables the subsequent construction of anomaly detection models.
iterate
detect
The software enables you to generate a predictive model dedicated to your equipment, without any knowledge of coding or data science. This step, called “BUILD ”*, takes just a few hours.
Manual modification of certain model parameters is available for more experienced Data Science users.
*This step can be carried out by our experts, please contact us.
run
execute
The approved model is associated with operational equipment in this “RUN” stage. Domain experts are alerted when operating deviations are detected in the data. They then benefit from the indications given by the software to identify the origin of these deviations, called anomalies, and intervene accordingly.
No-code data analysis tools, unified in one place, for rapid added value.
Automated
DiagFit enables you to automate certain tasks so that you can devote your time to high value-added tasks.
Easy
Its fluent and no-code interface requires no knowledge of coding or data science
Agnostic
DiagFit enables analysis of time series from all types of industrial equipment and sensors
Quick
Its “blind mode” approach generates failures prediction models in few hours/days
Accurate
Its core technology coupled with a proven methodology enables the generation of cutting-edge models
Explainable
Model information and sensor input help to understand the origin of detected failures
Flexible deployment
Public or private cloud
Azure, OVH, AWS or other proprietary cloud, DiagFit integrates with all your cloud environments.
On-site
DiagFit is designed to be deployed on the most demanding infrastructures.
Integrated to a third-application
The technological power can be redirected to a third-party application thanks to our REST APIs.
DiagFit offering
DiagFit adapts to the size of your project: start small and aim big, or start big right away.
Standard Offer
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Cloud or On-premises
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5 seats included
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1 instance
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Unlimited usage
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Support & Maintenance
Enterprise Offer
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On-premises
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25 seats included
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Multiple instances
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Unlimited usage
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Premium Support & Maintenance
