The value is in what gets used, not what gets built. Therefore Tvarit AI dedicatedly strives to build wonderful and useful products to solve your industrial problems and make your life simpler and upgraded.


With the assimilation of digital and human world, the future beholds a manufacturing metamorphosis. Preparing and contributing for the revolution, Tvarit AI extends it's services in APA to offer the following:

Extract, Transform, Load

MapReduce technologies are savior when it comes to handling legacy databases. For instance, many of our manufacturing customers have been using SQL based databases for years now and it has become really difficult for them to move to new data analytics compatible databases. Using our APA’s ETL component, customers can get their migration done within a matter of few days.

Automated Data Cleanup

92% of the organizations face the data cleansing related problems as per a BCG report, attributed to various reasons such as hardware interfacing bugs, databases migration issues etc. We utilize techniques like mahalanobis distances, similarity learning, bregman divergences, limit based clustering etc to separate out sane data and buggy data. Further, with the help of anomaly detection, we identify the outliers in the data which may be seen as buggy data.

Automated Alert Generation

Huge amount of predictions may be very difficult for engineers to analyze or it may consume huge amount of time of CXOs. APA’s AAG component can ingest any number of rules related to machines failures, products’ quality assurance, supply chain, inventory shortages etc. It can be easily configured by you, once configured it can send you the alerts and notifications on favorite chatting application, to your phone or your inbox.

Automated Report Generation

Once our models have crunched highly accurate results, we transform it into business statements and use cases. Our ARG component of APA utilizes Natural Language Processing to figure the most important questions coming from a specific user, analyse it, labels the problem automatically and responds in an interactive storytelling manner. Be it the CXOs or plant heads or the shop floor engineers, ARG has your desired results on its fingertips.

Predictive maintenance to avoid factory shutdown

This involves Failure detection in the industrial machinery by sensor monitoring the factory during it's default operations and analyzing the past history and trends.

Preventive maintenance based factory servicing

To avoid the hassle, we schedule the servicing of the machinery well in advance and send regular notifications in the reference. This helps cut huge maintenance costs and losses.

Condition forecasting

under this, we cover Cross metric (vibrations, temperature, pressure) dependency and relationship analysis.

Anomaly detection

This involves consistent automated analysis of the data sets to detect irregularities in operations for immediate assistance and recovery.


We offer our services to cluster the fleet automatically into dead machines, high load machines, forecastable machines, non-forecastable machines, data cleanup requiring machines, and more depending on the machine’s technicalities. The indexing of all operations and maintenance tasks helps in better tracking of the finance and ultimately gives stellar operation results.

For more information and demo please contact us
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Tvarit The Team
We’re based out of Niedernhausen Germany having the perfect team composition - a German founder bringing vast know-how of machinery coupled with high-quality software expertise of the Indian founders.
Using Tvarit