I turn good intentions into systems that actually run. I work where operations, training, and AI-enabled workflows meet — for nonprofits, ventures, and teams that take delivery quality seriously.
available for selected collaborations · responds within 24h
Each block is a kind of problem where I've delivered real outcomes. Specific, dated, and still running.
Full-cycle grant operations (STEA, municipal, EU), stakeholder coordination, restructuring, and the training-production machine that keeps member delivery consistent.
The operator layer between the product idea and the shipped system. Architecture pivots, regulatory watching, coordination, and the quiet work that turns a venture into a company.
Evaluating tools, training colleagues, building memory and agent systems, and integrating AI where manual work is costing the team real time. Without losing the human side.
Alongside the day job I run Impact Node, a builder-operator studio. Five ventures at different stages. Proof that I ship, not just coordinate. The 3D stack below is interactive. Each layer is a real project.
AI product store
A marketplace for prompts, agents, skills, workflows, and MCP assets I'd buy myself. Concept stage.
Scope definition. Not a priority ahead of Vantnod.
Grant OS for civic orgs
Pipeline, AI writer, deterministic funder matching, deadline radar, STEA-grade ledger. Built for Finnish and Nordic NGOs.
Pre-launch. Prototype functional client-side. Production schema ready.
Espoo · 2026
Most organisations don't fail for lack of purpose. They fail because their processes are unclear, their systems are outdated, and too much good work leaks through the cracks in between. That's the gap I work in.
Three contexts taught me the same lesson from different angles: high-volume retail claims at IKEA through to Senior Resolution Generalist, governance crisis management at IFM-SEI in Brussels where I was elected Vice President during the 2023 collapse, and national training delivery at Nuoret Kotkat where I coordinate Savo regional operations and the STEA grant pipeline.
On the side I run Impact Node, a builder-operator studio, and I'm shipping Vantnod — AI-first accounting for European SMEs, EU-ready by architecture. I use AI as genuine leverage, not as a trend. I take responsibility beyond my title. I'd rather run the thing than describe it.
Shipped systems beat pitched ones. I'd rather run a messy, working process than design a perfect one that never lands.
I step into the function that is missing. That's how I went from ESC volunteer to elected VP in eight months.
Evaluate tools. Train the team. Integrate where manual work is costing real time. Keep the strategic narrative human.
Repeatable templates let the team focus on the part that actually matters: the people in the room.
Espoo, Finland · lives with a dog named Brutus · Finnish (native), English (professional) · writes in public when the work allows.
Operations, training, coordination, or execution under pressure — for nonprofits, ventures, and teams that take delivery quality seriously. Co-founder and studio conversations welcome.