02 · Work made tangible

Things that left the slide deck.

Products I have built end to end, several of them AI, followed by selected product and technology work led with teams over 26 years.

Products

Enterprise AI · customer pilot

AI Ship Systems Design

A document-analysis SaaS built around nearly 18,000 pages of maritime classification rules. OCR, chapter-aware parsing, hybrid retrieval and cited answers turn complex analysis from days into hours.

Proof: configurable templates, multi-tenant foundation and a commercial shipyard pilot.

LangChainRAGpgvectorReactEnterprise SaaS

Visit aissd.eu ↗

Industrial IoT safety · production pilot

Tap'n Go

RFID access control for industrial machinery. It restricts use to trained workers and provides live personnel, contractor and safety-authority reporting.

Proof: used in production at a Finnish shipyard for two years.

ESP32RFIDReactNode.jsValttikortti

Visit sahkosamppa.fi ↗

How I build

Agent-driven development · running daily

The pipeline behind AISSD

GitHub issues and labels as the whole state, five skill files that tell the agents how to file, triage, work, batch and run a round, two orchestrators with model routing, TDD and CI gates, deploy to test, and an hourly canary that opens its own issue, tries one bounded fix and escalates. About a thousand tickets a month, and no orchestration framework to outlive.

Proof: auto-merge was designed and left out, because review from outside the batch caught what the batch's own report did not.

Claude CodeCursorGitHub ActionsPlaywrightAnsible

Enterprise service launch

Enterprise cloud gaming · IPTV launch

Cloud gaming for Orange and SFR

As technical project manager at G-cluster, I led the launches of cloud gaming IPTV services for Orange and SFR, two of France's largest telecom operators.

The deployments spanned hundreds of servers and supported services with hundreds of thousands of monthly paying customers. The work joined large distributed systems, IPTV integration, commercial operations, enterprise reliability and security.

Both operator services remain available today.

Technical project managementDistributed systemsIPTVCloud gamingEnterprise security

View SFR Gaming ↗ View Orange Pass Jeux Vidéo ↗

Experiments and smaller builds

Health services · validated MVP

EvryGym

A health-services provider network with subscriptions, payments and profile management. Built with co-founders; the product worked, but the business was discontinued.

ReactGoogle CloudStripeNode.js

Smart energy · working home system

Price-aware energy control

A controller that reads real-time electricity prices and moves selected consumption away from expensive hours.

Raspberry PiPythonMongoDBIoT

Computer vision · field experiment

Automated gate access

A Raspberry Pi and OCR pipeline that recognises licence plates and opens the front gate for known vehicles.

Vertex AIOCRRaspberry PiPython

Indoor positioning · public service

Library shelf guidance

Indoor navigation that guided City of Espoo library visitors from a search result to the right shelf location.

IndoorAtlasMobilePositioningCity services

Product and technology work led with teams

Everon Group2025–2026

A platform renewal in health technology

Technical product ownership, programme leadership and coaching for a healthcare-technology platform renewal across Finland, Sweden and the UK.

MCP servers for Jira with Xray, Confluence and SharePoint; manual test cases converted to Playwright tests automatically
Copilot in review, GitHub Actions CI/CD and AI rules across product, engineering and QA, in everyday delivery

Traficom2024–2025

Mission-critical public IT

Product ownership and strategy for a major modernisation programme in a compliance-heavy, high-trust Finnish government environment.

Product vision and prioritisation across engineering, legal and vendors
Improved momentum and morale through practical agile structures
Security requirements woven into the build pipeline: SonarQube, OWASP tooling, Splunk and an audit trail

Wiztivi2019–2023

Cloud gaming through two acquisitions

Product strategy, engineering and organisational design for a 35-person Finnish subsidiary serving European telcos.

Customer satisfaction moved from poor to excellent
Monthly iterative delivery continued with Orange and SFR

Cozify2017–2018

Smart-home product and platform

CTO responsibility for product and engineering strategy in an IoT SaaS startup, including hands-on platform work.

Python event-streaming platform on AWS with Terraform
Information-security policy and processes built in early

IndoorAtlas2015–2016

Beta technology to market

Product direction for a novel indoor-positioning platform as it moved from beta to launch and passed one million monthly users.

Vision and phased roadmap with board-level reporting
Customer discovery and outcome-based prioritisation

G-cluster2001–2015

Europe's first cloud gaming service

Fourteen years from software engineering to product development and international deployments for major telcos.

RFP, architecture, pilot and commercial launch
Monthly releases replaced waterfall in customer programmes