Proven Impact Through AI & Data Strategy
From Google-scale NLP systems to enterprise transformation
Enterprise Transformations
Measurable impact through strategic AI and data initiatives
Enterprise-Wide Data & AI Transformation
Principal Technology Strategy & Innovation
Architected and executed comprehensive data and AI strategies for a 2,000-person organization, fundamentally transforming how the company leverages data for decision-making and innovation.
Key Achievements
- Designed company-wide data strategy and governance framework
- Contributed & Built 40+ FTE Data Hub organization
- Introduced Wardley Mapping for strategic technology decisions
- Led AI strategy development and operationalization
- Established data governance across engineering, product, and commercial units
Business Impact
Global NLP/ML Systems for Search & Ads
Senior Team Manager - Search Language Specialists
Led internationalization and machine learning initiatives for Google's core revenue products, scaling systems across 23 languages and managing critical search quality improvements.
Key Achievements
- Scaled engineering team from 4 to 23 in 12 months
- Pioneered 4 new NLP/NLU pipelines for global program migration
- Improved accuracy in 5 major Google Search products
- Established global OKRs and cross-functional alignment
- Led machine learning initiatives for semantic search improvements
Business Impact
Agentic AI Systems & Innovation Lab
Founder & Managing Director
Founded strategic AI innovation lab advancing agentic systems, ethical AI, and inclusive design for next-generation work and identity platforms.
Key Innovations
- Built TryTheJob: Multi-agent job simulation platform
- Developed Multi-Dimensional Ethics Framework (MDEF)
- Created knowledge graph-driven career agents
- Prototyped decentralized identity systems
- Implemented neurodiversity-first design patterns
Research & Innovation
Strategic Frameworks & Methodologies
Innovative approaches that drive transformation
Wardley Mapping + MCDA
Pioneered integration of Wardley Mapping with Multi-Criteria Decision Analysis for strategic AI deployment, enabling data-driven prioritization of technology investments.
Scalable Data Governance
Developed distributed governance framework empowering teams while maintaining consistency, using Lean principles and Data Domain Mapping for scalability.
Agile AI Development
Created accelerated prototyping methodology for AI products, reducing development cycles from months to days through iterative testing and rapid feedback loops.
Multi-Dimensional Ethics (MDEF)
Authored comprehensive ethics framework integrating originality, cultural sensitivity, bias mitigation, transparency, and sustainability across AI pipelines.
Career Journey
Building transformative technology at scale
Founder & Managing Director
MMStudio
Leading AI innovation lab focused on agentic systems, ethical AI, and inclusive technology design.
Principal Tech Strategy
New Work SE / XING
Leading strategic technology planning and AI transformation for CTO office, delivering €27M annual impact.
Senior Manager Strategy & Data Transformation
New Work SE
Designed and implemented company-wide data strategy, building 40-FTE Data Hub from scratch.
Senior Team Manager
Led Search Language Specialists team, scaling from 4 to 23 engineers and delivering NLP systems across 23 languages.
Scientific Project Manager
International Research Centers
Managed €100K+ research projects on ML applications in ecological systems, published 5+ peer-reviewed papers.
Ready to Transform Your Organization?
Let's discuss how my experience can drive your AI and data strategy forward