Customer Projects
We realize AI and data science projects for your company.
The core business of Qnovi GmbH is the improvement of technical development processes through the
integration of the latest technologies from the field of artificial intelligence.
Be it the automated evaluation of measurement and simulation data, or the use of neural networks to
map complex processes very precisely and significantly faster than in real time.
In the future, such models will be used more and more frequently in virtual development, as they
offer the potential for automated optimization by means of intelligent "agents".
But data-based systems can also be used in finished products, for example in the process or
operational monitoring of machines or technical systems.
In addition to optical monitoring in combination with target-oriented image recognition, anomaly detection
and based on this, failure prediction is also possible in certain areas of application by linking
simple sensor data such as temperature or pressure signals.
Converting the data into a uniform, structured format. Sorting out incomplete data sets. Resampling, smoothing and filtering if necessary.
Detection of signal deviations based on data sets of regular operation. Automatic teaching of operating limits.
Statistical evaluation and visualization of high-dimensional data.
Efficient use of conventional calculation software (CAE) to generate large amounts of data. Combination of simulation and measurement data into a valid overall data set. Ideal for building general-purpose networks, agents or digital twins.
Training of neural networks and agents. Appropriate combination of subnetworks enables significant increase in prediction quality (feature engineering). Reproduction of very complex correlations with up to 1000-fold real time. Adaptation of pre-trained networks to a specific application using transfer learning.
At the beginning of the collaboration, there is a cost-free initial meeting in which we would like
to get to know your company or team and your processes and products.
If the conversation yields in connecting points for automation or improvement through AI methods,
we will propose them.
If we jointly recognize the potential of such an approach, we will offer you the complete project
realization as part of an assignment by you.
Depending on the design of the project, joint cooperation with a team in your company or another
service provider is also conceivable and makes sense.
We provide you with an individual quotation for each project.
We are also happy to carry out small feasibility studies with a scope of two to four weeks, the
costs of which range between 8.000 € and 16.000 €.