About
I operate at the intersection of AI, clinical data, and real-world healthcare systems, focusing on turning complex scientific and regulatory environments into solutions that actually work in practice.
Over the past decade, I have worked across 20+ countries in Europe and the US, contributing to the development and commercialization of data-driven platforms in life sciences and healthcare. My work sits at the interface of product, engineering, and commercial teams, with ownership ranging from technical delivery to €M-scale market activities.
My background combines scientific research, software development, and client-facing roles across consulting, pre-sales, and solution delivery. This allows me to move from first principles to production systems and to navigate the constraints that typically prevent AI from delivering real impact.
Most AI in healthcare fails not because of models, but because of systems. Regulatory constraints, fragmented data, and organisational complexity define the real problem.
I focus on building AI-enabled systems that work within those constraints — from strategy and architecture to execution and adoption.
Background
- PharmD (France) with German approbation
- PhD in tumor immunology & single-cell analysis
- 15+ years across science, software, and AI
- Experience across 20+ countries (Europe & US)
- Led €M-scale business and delivery activities
- Hands-on design and delivery of AI systems
- From single-cell analysis to GenAI systems
- Data platforms in regulated environments
- Bridging product, engineering, and business
- Flow cytometry & single-cell expertise
- AI/ML, data platforms, and GenAI applications
- Client-facing roles across consulting & delivery
- Strategic execution across the stack
Trajectory
Pharmacy, immunology & scientific depth
Trained as a pharmacist with a research focus in tumor immunology and single-cell analysis. Developed a deep understanding of biological systems alongside hands-on experience with high-dimensional data and the limitations of existing analytical tooling.
From research to applied analytics (FlowJo / BD)
Scaled adoption of advanced analytical workflows across Europe in flow cytometry and single-cell analysis. Combined hands-on scientific support, software development, and training to translate complex methods into usable tools. Contributed to a multimillion-euro consulting and application ecosystem.
Data platforms & scientific software (Certara)
Deployed data platforms and self-service analytics solutions in life sciences environments. Focused on integrating data access, visualization, and AI-driven workflows to improve scientific decision-making in real-world settings.
AI & data consulting at scale (Deloitte)
Led AI and data initiatives for pharmaceutical clients across multiple geographies. Bridged business, product, and engineering teams to turn fragmented data assets into production-grade systems in regulated environments.
Product & platform reality (METAFORA biosystems)
Worked at the interface of product, engineering, and domain teams to bring a new data analysis platform into real-world use. Focused on aligning product capabilities with user needs and navigating the gap between technical ambition and actual adoption.
AI in public healthcare (adesso)
Leading the design and delivery of GenAI solutions in the public healthcare system. Translating fragmented clinical, regulatory, and IT constraints into scalable architectures and production-ready systems focused on real-world use.