My passion is helping organizations harness Generative AI and LLM-based solutions to create real business impact. I keep my hands on modern technology — from building AI agent architectures to writing production code.
4× CTO across four sectors — retail (RELEX Solutions, scaled to unicorn), healthcare (Hifian, founder), tax (Aibidia) and HR (TalentAdore). With 20+ years also spanning research, high-tech entrepreneurship, and senior leadership in energy, I bring both deep technical understanding and the ability to translate GenAI capabilities into scalable products. I have made 200+ recruitment decisions and led teams up to 150 people across 11 international locations.
I am currently finishing a PhD at Aalto University on Software Agents and Generative AI, with a Best Paper Award from PCSI 2025 and a 2nd Best Paper Award from CHIRA 2025.
- Head of AI Development in the Digital Engineering Business Line, leading hands-on GenAI initiatives and bridging business expertise with AI and LLM-based solutions.
- Previously AI Principal (Sep 2025 – Jan 2026), applying data science methods and fostering efficient, well-structured ways of working.
- PhD dissertation on Software Agents and Generative Artificial Intelligence. Pre-examination comments received; finalizing the manuscript by June 2026; public defense and approval scheduled for Q3/2026. Five conference papers published in H2/2025.
- Best paper award from PCSI 2025 conference on AI agents and second best paper award from CHIRA 2025 on LLMs and agents.
- Over 25 international publications in the fields of artificial intelligence and advanced analytics.
- Organization: Transformed distributed outsourced R&D organization to Helsinki focused on-site team with 15 employees. Developed the Engineering and Product organization to enable SaaS platform GenAI transform. Reporting on technology strategy and R&D outcomes to the CEO and Board.
- AI: Implemented Large Language Model (LLM) AI features on AWS for hundreds of production customers processing personal information data. Team deployed advanced GenAI design patterns such as Retrieval Augmented Generation (RAG) into production use.
- Data & Analytics: Designed and implemented a multi-tenant data analytics platform on AWS, leveraging a column-oriented data layout to enable high-performance OLAP processing. Achieved a 15x improvement in query speed compared to the previous analytics solution.
- Organization: During my tenure, Aibidia achieved a 30x increase in SaaS revenue, while the workforce expanded sixfold, reaching approximately 60 employees. My R&D organization comprised 35 employees who transformed the product and technology from a proof of concept (PoC) into a robust SaaS platform, successfully sold to some of the largest enterprises in the world. I reported on technology strategy and R&D outcomes to the Board and actively contributed to the company's Series A funding round, which raised 13 million euros.
- Security: Led projects to obtain information security certifications, including ISO 27001 and SOC2 / ISAE 3000 Type II.
- Data & Analytics: Implemented a multi-tenant analytics platform on Microsoft Azure, integrating a full business intelligence (BI) stack including SQL Server, Data Factory, Power BI, and Pyramid Analytics to deliver scalable, enterprise-grade reporting and insights.
- AI: Implemented machine learning and artificial intelligence features on Microsoft Azure.