- What my title doesn’t say about my work
In practice, I think and work a lot like a product manager, with transformation as the overarching product I deliver together with my colleagues and clients.
- In reality, "Think beyond AI" means…
It means not getting stuck in models, methods, tools or practices. Any successful transformation relies on clear focus and alignment on what is the value we create, for whom and why.
- What kind of problems are you particularly good at solving?
Besides working on the big picture and high-level strategies, I don’t hesitate diving into the nitty gritty. Frameworks, templates and approaches only work if they are applied situationally and taking the nuances of each situation into account. That is where I thrive.
- What sets you apart from other AI consultants?
While my background is technical — mathematics, machine learning, systems analysis — I’ve actually spent the majority of my career working with business: as a consultant, as a SaaS founder, as a product manager with business responsibility. I look at things first through a business lens before thinking about technology or solutions.
- An experience from my career that shook my thinking
It’s a triple shake. In January, I was amazed by the leaps AI-assisted software development took and developed internal tooling for project management even though I am not a software engineer, and it worked. A few weeks later I understood my approach with strict rules and checks was outdated and that Claude is the new “Excel” of the working life and ditched all the past work of AI-coded tooling. Finally, I understood that we may not even need or want to use a rigid ERP-style system as the foundation, and that solution is in fully AI-native, “company brain” thinking not founded on a stack of functional 3rd party SaaS tools.
Where Ilkka leads
AI Strategy
Our Strategy consultation offers clear direction and structure in adopting and scaling AI technologies, ensuring AI investments deliver measurable business value.
Explore 03AI & Data powered solutions
We help you figure out what and why to build — gathering ideas and building production quality AI solutions that deliver business value, co-developed with your in-house team.
Explore 05Interim C-level Services
We can help you accelerate AI & Digital Development Leadership, providing interim leadership to plan and execute your transformation while you build your own team.
ExploreThinking by Ilkka
· Tech & Architecture Advisory
Everyone wants an AI-native company. Start with an AI-native system.
AI-native is a design decision, not a company label, and the test is whether the people who use a system are allowed to change how it behaves.
Read· AI Strategy
The AI skill gap is about to stop being a talent problem and start being about budgets
Frontier AI is moving to consumption-based pricing, turning the skill gap into a budget question for employers, workers, and society.
ReadMeet the rest of us
Tiina AlanderSenior Data Scientist
Aili AsikainenSenior Data Scientist
Saija EkmanVP, Strategy & Transformation
Emma KämäräinenSenior Data Scientist
Eija-Leena KoponenChief AI Officer, Founder
Mikko KoskiManaging Director, Founder
Matti LainePrincipal Data Engineer
Antti PartanenVP, Strategy and Transformation
Topi RantaSenior Machine Learning Engineer
Jussi RitolaPrincipal Consultant, Founding Partner
Ossi SydChief Strategy Officer, Founder
Aapo TanskanenChief Technical Officer, Founder
Niina TuikkaChief Business Officer, Founder
Ilari ViippolaChief Experience Officer




