Recruiter packet
The shortest path to a confident yes/no.
Role fit, receipts, availability, risks, and links in one scannable page. Built for recruiters and hiring managers who need signal fast.
- Espoo
- on-site / hybrid / remote
- <24h
- weekday response
- AI + ops
- primary lane
- FI / EN
- working languages
Best deployment
Put me where unclear operational work needs to become a working system, and where AI, data, people, and process are part of the same problem.
Honest risk
Not a deep single-language specialist. Best when systems, people, operations, and tooling must become one working layer.
Role fit
Four ways to plug me in.
This is the recruiter shortcut: not a generic generalist, but four repeatable deployment patterns with proof and a first-month motion.
AI adoption lead
For teams with tools everywhere and no trusted workflow.
Proof
- AI-assisted STEA drafting
- multi-agent + MCP daily stack
- Google AI pathway
First 30
- Map repetitive work
- identify high-trust pilots
- ship one governed workflow
In-house operations, product, finance, nonprofit, or civic teams.
Operations / program lead
For teams where people, budget, deadlines, and delivery are drifting apart.
Proof
- Nuoret Kotkat national infrastructure
- 20+ events/year
- 500+ participants/year
First 30
- Find the broken rhythm
- make ownership visible
- close one delivery loop
Scale-ups, civic orgs, foundations, education, and mission-driven operators.
Grant / funding systems owner
For organisations where funding work lives in scattered docs and memory.
Proof
- STEA-grade grant operations
- municipal funding
- Nordbrief build
First 30
- Build the funder map
- clean the evidence ledger
- draft the next application system
NGOs, public-benefit startups, foundations, Nordic/EU programmes.
Product builder / operator
For early teams that need someone who can define the system and build the first version.
Proof
- Vantnod private beta
- Impact Node studio
- this portfolio and notes stack
First 30
- Model the domain
- ship a thin vertical slice
- turn learnings into roadmap
Founder-led SaaS, internal tooling, venture studios, AI-enabled operations teams.
Evidence index
Receipts a recruiter can inspect.
The confidence lands harder when the evidence is visible. These are sanitized slices of the operating systems, templates, and products behind the claims.
Grant operating system
Nuoret Kotkat / national funding pipeline
Turned grant work into a shared operating rhythm: calendar, evidence ledger, budget narrative, compliance checkpoints, and handover notes.
Crisis governance pack
IFM-SEI / elected Vice President
Stabilised a federation under statutory pressure by making decisions, budgets, regions, and member communication legible again.
Claims resolution backend
IKEA / senior resolution
Handled high-volume financial, quality, warranty, and liability decisions where process discipline protected customer trust and margin.
AI adoption playbook
Grant writing, research, admin, product work
Uses AI as a governed workflow layer: model selection, prompt libraries, review gates, and team training before rollout.
Solo product architecture
Vantnod, Nordbrief, Impact Node, portfolio
Builds the software layer personally: schema, UI, copy, deployment, and the product logic around messy operational domains.
Verification
The public trail.
A portfolio should not ask for blind trust. These links and records let a hiring manager triangulate the story quickly.
GitHub
Public development trail
Live contribution graph, repositories, and project activity.
LinkedIn
Professional graph
Role history, network, and recommendation surface.
Nuoret Kotkat
National youth federation
Current national operating context and public organisation record.
IFM-SEI
International federation
Public organisation context for the elected Vice President role.
Certifications
Google, Coursera, LinkedIn
Issuer names and verification IDs are listed on the CV.
Live builds
Impact Node, Skimpact, Nordbrief
Public product surfaces that show the builder side.
Builds
Products that show the builder side.
Each row shows what was built, the stack, and the proof surface behind it.
Vantnod
AI accounting / private beta
OpenAI-first accounting command center for European SMEs.
Next.js, TypeScript, Supabase, LLM pipeline
- Transaction primitive
- VAT adapter concept
- confidence-gated AI
- reconciliation flow
Impact Node
studio / shipped
OpenBuilder-operator studio for products, systems, and experiments.
Next.js 16, React 19, Tailwind v4, Motion
- Venture OS
- shared launch checklist
- brand system
- operating cadence
Nordbrief
civic funding OS / beta
OpenGrant infrastructure for Finnish and Nordic NGOs.
Next.js, TypeScript, Supabase, LLM pipeline
- Funder model
- deadline radar
- evidence ledger
- AI writer guardrails
Skimpact
commerce testbed / live
OpenCinematic-botanical storefront and commerce workflow.
React, TypeScript, Shopify Storefront API, Vercel
- Storefront UI
- product detail flow
- cart integration
- brand direction
Skillgraft
AI tooling market / concept
Product store for prompts, agents, workflows, and MCP assets.
Next.js candidate, workflow registry, MCP asset model
- Workflow SKU
- quality rubric
- buyer journey
- packaging model
Next step