Although data analytics and Industry 4.0/5.0 are not our primary areas of expertise, we have observed that our R&D and product development experience can provide significant value in these fields. As a result, we have expanded our service offerings to include them.

Through strategic partnerships with highly competent solution providers in these domains, we have now established the capacity to deliver services meeting our stringent quality and content requirements in selected focus areas.

Data analytics is an area where we have established substantial competence, building on our strong foundation in R&D and product development execution. Unlike analytics specialists who operate in isolation from physical realities, we maintain rigorous domain expertise in all our projects. This integrated approach enables us to provide "field technical consulting" services to data analytics companies - combining deep subject matter knowledge with analytical capabilities.

Our partners develop and utilize advanced tools for processing large-scale data, enabling faster reporting and dynamic dashboard generation. Under our strategic guidance, they reliably execute all big data operations with full confidence.

Within our operating sectors, we deliver specialized services in carefully selected domains where our field expertise adds maximum value:

1. Data Collection: We assess the physics of the problem to determine which data will be meaningful for the model. We establish the required resolution and precision for the model, then identify or design the appropriate data collection methods and tools. We also oversee the actual data collection process.
2. Data Cleaning: We detect anomalies in the collected data (if they bypassed the filters applied during data collection) and clean the datasets using validated procedures. Unlike most teams, we test the collected datasets with prototype models at an early stage, and when necessary, we advocate for multiple iterations between the data collection and data cleaning phases for more reliable results.
3. Data Integration and Fusion: We systematically group data into meaningful categories based on the underlying physics of the problem. We then transform the collected data into structured datasets ready for modeling.
4. Data Processing: We develop preliminary dashboards to identify appropriate analysis methods. Using techniques selected based on the problem and objectives, we complete analyses with our models. When needed or requested, we design and deploy real-time data processing systems ready for operational use.

We care about the uncertainty or reliability values that accompany our results, which we will calculate by taking into account all kinds of details, from the collection of inputs to the losses caused by analysis methods.

5. Model Validation: While we account for uncertainty margins in our models, we recognize that model validity requires separate verification. We develop and execute comprehensive validation plans that test models through multiple independent methods to ensure robustness.
6. Reporting: We document all activities not just as final results, but as cumulative knowledge—transparently reporting methods, assumptions, constraints, and calculations without withholding know-how. Additionally, upon request, we provide solution proposals supported by precision analyses using validated models.

• Design for Additive Manufacturing
• Design for Automation
• Integration of Horizontal and Vertical Systems
• System modeling and simulation
• Discrete Algorithms and applications in combinatorial optimization

• Industrial internet of things and connected development projects
• Digital twin development
• Autonomous robots
• Reliable wireless communication in production facilities (in-door and out-door)

We are equipped to handle the procurement of complex components that are challenging to manufacture and necessitate specialized work or process development as a project. Our comprehensive service includes identifying, evaluating, and assessing supplier candidates, developing new manufacturing procedures when required, drafting contracts, and overseeing other quality processes for the product. In the absence of a design, we offer a "turnkey product development" service, which involves designing the whole processes and providing an end-to end solution.