I work in operations and quality where execution has to hold up under pressure: international market launches, program delivery, and AI data operations across EMEA and APAC. My background combines hands-on quality leadership with the analytical rigour to turn high-level goals into processes that actually work in fast-moving environments.

I have led quality delivery for major streaming launches, run rollouts across new markets from Morocco to Malaysia, and now contribute to AI and machine learning systems used by billions of people worldwide. What sets me apart is the ability to operate across cultures, markets and functions, translating complex requirements into execution that holds.

I am driven by the belief that quality is not just a metric. It is the foundation of every product that truly works, every experience that genuinely resonates, and every team that consistently performs above expectations.

What sets me apart is the ability to operate across cultures, markets and functions – translating high-level goals into actionable processes that hold up under pressure. I combine Finnish precision with international perspective, and I thrive in mission-driven organisations where the work actually matters.