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Product systems
Software, decision structures and AI-assisted workflows with a visible trail.
Founder, operator and product builder © 2026
Product systems, operations and applied AI
Located in Espoo, Finland. Working across borders.
- — Product systems and AI workflows
- — Programmes, funding and delivery
- — Governance under pressure
focused on making difficult work
I work where product, operations and governance meet, turning complexity into systems people can understand, use and trace.
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Career through systems
Selected roles
2026–CurrentImpact Node Oy
Founder · Builder-Operator
2024–2026Nuorten Kotkien Keskusliitto
Projects & Organisational Coordinator
2023–2024IFM-SEI
CV Vice President · Elected
Three connected practices
Operational design
Funding, programmes and delivery systems built for real constraints.
Governance
Clear decisions, ownership and coordination when the environment is under pressure.
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Working principle
“Scale runs on systems, not goodwill.”
A line I keep returning to in products, programmes and governance.
Selected work
Useful systems,built for the work around them.
The form changes, but the test stays the same: can people understand what is happening, decide with confidence and trace the result later?
Contact
Product · Accounting
View project Vantnod
A Finnish AI-assisted accounting and invoicing product built around accountable human decisions.
Studio · Product systems
View project Impact Node
The operating studio behind products, systems and applied AI work.
Notes from the work
All notesFour-continent governance
International coordination and decision-making across a distributed member network.
500+ participants
National events and programmes coordinated through repeatable operating systems.
20+ annual deliveries
Events and trainings managed alongside grant and finance coordination.