With more than 25 years of experience in telecommunications and technology, I help organizations navigate the rapidly evolving landscape of AI, data analytics, and telecom networks.
My career has spanned the full evolution of mobile networks — from 2G to 5G — giving me a unique perspective on how technology transitions actually unfold in practice, not just in theory.
In recent years, I've focused on the intersection of AI and telecommunications, helping organizations leverage machine learning and modern data tools to solve real business problems. From LLM agents to prediction models, I bring hands-on experience with the technologies that matter today.
The name maalaisjärki — Finnish for "common sense" — reflects my approach. Technology should serve business goals, not the other way around. I help cut through the noise and focus on what actually works.
I work as an independent advisor, which means my recommendations are driven by what's right for your organization — no vendor allegiances, no hidden agendas.