AI integration into existing systems
Putting models into production where your data already lives. Your data stays in your infrastructure.
Software engineer and co-founder of myBytes.
Mariusz Pianowski has been developing and scaling production systems for more than 20 years, including at mobile.de, Motoso and Alphaonline. His focus: integrating AI models into existing architectures, whether SAP, ERP or your own data warehouse, with no migration and no new stack.
Four areas of work: two lead to published case studies, two to the matching consulting offer.
Putting models into production where your data already lives. Your data stays in your infrastructure.
Finding customer segments with clustering methods and making them actionable for sales and marketing.
Regression and classical methods as a solid baseline before a neural network is needed.
From prototype to a system that runs in daily operation: operations, scaling, maintainability.
Selected work with disclosed methodology and published code.
Customer segmentation with clustering methods, fully reproducible.
Price prediction with regression, from data preparation to model evaluation.
Public repositories containing Mariusz Pianowski's work, in the myBytes research organisation on GitHub.
Exact programme names with the supporting proof.
MIT Professional Education
Bitkom Akademie
Which model belongs in your systems? An initial conversation clarifies feasibility, data readiness and the path into your architecture, with no sales deck.