01

Business Process Management Engineering

Processes are the operational form of an organization’s institutions — its real rules. I model them (BPMN), execute them (BPMS), measure them (business performance management) and redesign them.

What this means in practice

• BPMN 2.0 modelling and simulation
• Process design, reengineering and governance
• Planning, budgeting and finance transformation
• Balanced scorecard and performance architecture
• BPMS implementation: TIBCO, IBM Lombardi, Appian and WebRatio
• Requirements engineering and organizational diagnostics

Where I have applied it: Banking — treasury, planning, front-end, leasing and loans, IFRS/Basel II reporting — steel, food industry and government.

02

AI & Contextualization for Small Data

Most enterprises do not have big data. They have process logic, documents, and the tacit knowledge of experienced people. My work focuses on contextualization mechanisms that turn process models and expert knowledge into the context AI needs — combined with machine learning methods that work on small, structured datasets.

What this means in practice

• Ontology and process layers as AI context
• Capture of formal and tacit knowledge
• Explainable machine learning, including gradient boosting with SHAP explanations
• Intelligent document processing
• Enterprise AI agents and ERP/CRM integration
• Incremental learning, making human corrections compound instead of evaporate

Where I have applied it: Customer intelligence and churn prevention, sales forecasting, document intelligence, ESG and carbon management, and insurance.

03

Venture Building & Founder Education

Companies begin with a well-written first chapter — clarity of vision, strong values and the courage to build. I help translate research into ventures through a structured, mentorship-driven and educational process.

What this means in practice

• Business modelling
• Technical architecture
• Research-to-market translation
• Founder curriculum design
• Funding strategy

Where I have applied it: Scientific research, founder education and early venture formation.