Work
Selected work areas.
Professional experience is presented at capability level, without confidential internal details.
AI Strategy & Frameworks
Models and strategies for responsible and effective AI adoption.
AI StrategyGenAIFrameworks
Digital Transformation
Digitalization, change management, service design and enterprise IT environments.
TransformationConsulting
Solution Design & Architecture
Solutions that connect technology, processes and people.
Solution DesignArchitecture
AI Foundations
Workshops and trainings that make AI understandable and practical.
AI BasicsWorkshops
Requirements Engineering
Bridging business needs and technical implementation through structured requirements.
RequirementsAnalysis
Personal Research
Independent frameworks and publications, including the 8-Layer Model.
ResearchPublications