01Vahvio
AI infrastructure for construction.
Transforming commercial documentation and field operations into intelligent infrastructure for construction companies.
Visit vahvio.com
Entrepreneur · Operator · Builder · Investor
Building systems
for the real world.
AI. Construction. Business. Capital.
I build and invest in businesses at the intersection of artificial intelligence, real-world industries and entrepreneurial execution.
Execution is the only
thing that scales.
Currently building
Active fields of work.
Each sits where real operating complexity meets the possibility of a better system.
02AI Systems
Automation and intelligent operating systems for businesses.
Operational intelligence designed to remove friction from knowledge work and the decisions around it.
Explore systems
03New Ventures
Technology for large, inefficient markets.
Exploring where operational expertise, technology and capital can build an unfair advantage.
Explore venturesNLNetwork / 2026
04Nopeet Liikkeet Oy
A growth network for people who build.
A membership network built around shared thinking, experience and connections across trading, AI and personal operating discipline.
Visit nopeetliikkeet.fiThe edge
Years in construction, entrepreneurship and operations taught me how businesses actually work before I started building AI systems for them.
I don’t come from
Silicon Valley.
I come from the real world.
Real-world experience
Deep understanding of physical industries, construction and operations.
AI systems
Building intelligent systems that automate knowledge work and business processes.
Capital allocation
Thinking in asymmetric opportunities, leverage and long-term value creation.
Execution
Turning ideas into operating businesses.
Selected projects
A portfolio of
real systems.
Different industries. One operating principle: build tools and businesses that earn their place in the real world.
01Project
Blomburst
AI automation for businesses.
Building practical AI automation that removes friction from company operations.
Visit project02Project
AEGIS
Supabase security infrastructure.
Security scanning and continuous monitoring for agencies and developers building on Supabase.
Visit project03Project
Xyven
An AI trading journal.
A disciplined trading-intelligence environment for serious traders.
Visit project04Pre-launch
SiteForge
A confidential operating project.
A productised digital system currently being prepared for a more considered public introduction.
Access restrictedConfidentialSelected work
Not a collection of
concepts. A body of work.
Each project starts with an operational friction point and a bias towards a system that can be used, sold and improved in the field.
Vahvio
Construction AITurn commercial documentation and field operations into intelligent infrastructure that a construction company can actually operate on.
In the fieldAEGIS
Security systemsMove Supabase security checks from manual uncertainty to a prioritised scan with specific, executable fixes.
In the fieldSiteForge
Productised deliveryMake a credible, conversion-led digital presence accessible to local businesses without a slow agency process.
In the fieldUltraosku
Endurance systemsBuild a public athlete platform, practical race tools and an operating system around one long-term endurance journey.
In the fieldUltraosku / operating surface
One public build.
Four working systems.
Ultraosku is not presented here as a lifestyle sidebar. It is a living product lab for endurance planning, public documentation, community and personal operating systems.
Read the Ultra Osku context01
Ultraosku
Road to the TopThe public athlete platform: training, races, field notes and a long-horizon build.
Open surface02
Ultra Race Strategy
Race-day planning toolBuild a pace, run/hike, fuel and cutoff plan — then save, share or print it.
Open surface03
Ultra OS
Endurance instrumentA connected athlete workspace for planning, coaching, races, nutrition and health.
Open surface04
@ultraosku
Public journalThe community and distribution layer for the work happening beyond the finish line.
Open surface
Operating environments
Where systems meet
the field.
The real test is never the pitch. It is whether the system still works when conditions, incentives and people become complex.
Who I want to meet
People building
something meaningful.
I’m always interested in meeting people who are building something meaningful.
Connect privatelySelected insights
Notes from the field.
Why AI will change construction documentation before it changes construction itself
The hidden value of operational data
Where construction companies actually lose money
Building businesses where technology meets physical infrastructure
OV09 / origin
About
A builder’s perspective on AI, business and what lasts.
Oscar Vatanen is an entrepreneur and operator working at the intersection of artificial intelligence, construction, business and capital. His work is informed by years spent in construction, operational leadership and company building—where execution is measured against the physical world, not a pitch deck.
Private invitation
Some conversations are
better held privately.
For founders, investors, operators and owners exploring ambitious opportunities across AI, construction, business and capital.
Request a private conversationA direct conversation is often the most valuable next step.