Turn Operations Into Systems
Your operations run on people, spreadsheets, and tribal knowledge. I redesign them into automated, scalable systems — real-time pipelines, decision engines, and structured data flows.
What I Do
I Don't Build Features.
I Don't Build Features.
I Build Systems.
Strategy and execution. I bring both — because advice without implementation is just a PDF.
Agentic Workforces
AI agents that actually work — not chatbots, but autonomous systems that handle real tasks. I design and build the agentic layer that lets your team operate at 50x leverage.
AI-Era Org Transformation
Restructuring engineering teams and technical organizations for the AI era. Which roles change, which disappear, and how to move capability closer to the business — with a proven track record of doing it.
I Also Build the Thing
Full-stack production systems. Mobile apps. Data platforms. The tech stack doesn't matter — 30+ years of knowing what to build is the real leverage. AI is the multiplier. I architect, prompt, and ship.
Outcomes, Not Deliverables
Eliminate manual work
Automate decisions
Make systems predictable
Improve utilization
Ship 50x faster
Track Record
I've Done This Before.
I've Done This Before.
From the Inside.
Over a decade as CTO across countries and industries — 30+ years of designing, building, and shipping systems that run real operations
Built and led engineering teams from scratch — hiring the right people, building culture, and creating orgs that ship fast and think in systems
Redesigned engineering organizations around AI-first principles — turning traditional dev teams into high-leverage, agentic-enabled units
Architected real-time data platforms and federated systems — IoT pipelines, fleet telemetry, operational dashboards at scale
Competed against billion-euro-funded players — understand what it means to win on speed, systems, and execution
Deep domain expertise in logistics, fleet management, IoT, construction, and field operations — real-world systems where failure costs money, not just uptime
const approach = {
thinking: 'systems, not features',
method: 'automation, not workflows',
focus: 'outcomes, not deliverables',
speed: 'AI-driven, extreme leverage',
execution: () => 'I build it myself'
};
Production Stack
GCP · Firebase · BigQuery · Cloud Run · NestJS · Angular
The Uncomfortable Truth
SaaS Is Dying.
SaaS Is Dying.
And That Changes Everything.
If You're Buying SaaS
Stop paying top dollar for software that wasn't built for you.
Generic tools force you to adapt your business to someone else's workflow. With AI-assisted development, custom software that fits your exact process can be crafted in days — not months, not six-figure contracts. The economics have fundamentally changed.
What used to take months now takes days
If You're Selling SaaS
Your code is no longer the asset.
If your competitive advantage is just the product, you're already vulnerable. Anything can be replicated in days. The real moat is your sales engine, your operations, your market knowledge. Platform businesses that survive will be the ones who understood this shift early.
Sales, ops & marketing are the real moat
I help companies on both sides of this equation — whether you need to stop overspending on generic SaaS, or rethink your platform strategy before someone builds your product over a weekend.
Case Example
Ridefy — From Zero to Production in Days
A full ride-sharing platform with mobile app, backend API, real-time matching engine, and admin dashboard. Traditional development cost estimate: €200–300k and months of work.
Traditional
€200–300k
Months of development
AI-Assisted
Days
Zero to production
When to Hire Me
You Don't Need Me for Simple Things.
Bring me in when the problem is complex, the stakes are real, and you need someone who sees the whole system — not just the next ticket.
Your Tech Is Stuck
Ops Won't Scale
AI Strategy Is Unclear
Team Needs Restructuring
SaaS Is Costing Too Much
Need Speed & Leverage
Vierivä kivi ei sammaloidu.
A rolling stone gathers no moss. The leaders who win in the AI era aren't the ones with the biggest budgets. They're the ones who never stopped moving — who understood that the bottleneck shifted from "can we build it" to "do we understand the system well enough."
Let's Talk
Complex Problem?
Complex Problem?
I'm Listening.
I don't take every project. But if your challenge involves systems, scale, or AI transformation — let's have a sharp conversation about what actually moves the needle.
Procode Oy
System Architect · AI Transformation
Message on WhatsApp Call 040 150 7008 Connect on LinkedIn