Production ready
industrial AI.

Built for complex electronic manufacturing  

Automated Model Monitoring

Vanti constantly monitors the failure rate for each model. If there’s an anomaly detected in the failure rate, the model will automatically detect and notify the user. Using real-time feedback from the production line, Vanti can monitor its prediction accuracy and notify the user or even disable predictions entirely if the accuracy drops significantly.
The model can also detect data drifts, when the values are slowly changing affecting the model performance in the long term, Vanti monitors and actively notifies while works to offer ways for model optimization if necessary.

Data Changes Adaptation

As data constantly changes, due to changes in the unit material or in the tests themselves, Vanti models automatically adapt to these changes and maintain their predictive capabilities. The model can  automatically perform backtesting and changes to the data to fit the new data structure.

Automated Model Optimization

Vanti works behind the scenes to make sure your deployed model in production is the best fit for you. Vanti constantly collects data from the production line and automatically trains new models based on  new data (we call it “ghosts' models”), in order to figure out if there is a model that could beat the performance of the deployed model.  Ghosting ensures that the model will always perform at its best. If Vanti finds a better model, it will automatically offer you to upgrade your model to a better version.

Data Onboarding

This process is designed to provide a simple user experience that requires no data science knowledge to build a model.Rapid Deployment - Once you have the data you wish to use for the model creation, deploying a production-grade predictive analytics model can take up to a couple of hours, not months.

Domain Knowledge AI

Vanti AI model is built in a way allowing you to upload real production data where only a fraction of the units are marked as “fail” and still provide accurate results. Moreover, Vanti models lets domain experts to configure the model in a way that will best suit their business needs.

Model Insights

Vanti models are built as a white-box, meaning they provide detailed explanations that lead the algorithm to predict whether a unit is destined to fail. This provides not only a deeper understanding of the model predictions, but also insights that shed more light on the manufacturing process as a whole.