Product judgment for OT systems in the real world
I'm a Product Manager working where software meets imperfect data, physical operations, and real consequences. My focus is turning technically complex capabilities into products that people can understand, trust, and use.
My experience spans AI and construction technology, fintech, telecom data products, martech, and e-commerce. Alongside delivery work, I lecture on IT Product Management and mentor product professionals.
My Journey
Today, as a Product Manager, I drive AI-powered progress tracking and quality control products used on large-scale construction projects — working at the intersection of product strategy, computer vision, geospatial data, and real-world field constraints. I do this at AI Clearing, the first company globally certified to ISO 42001 for AI governance.
Previously, I worked in fintech and martech — including Mastercard, where I managed loyalty products for financial institutions across Europe, and TUATARA, where I was Product Manager for TASIL (real-time data monetization) and ACTIONBOT (AI assistant built on NLP and RPA).
Alongside my product work, I lecture on IT Product Management at WSB Merito University in Gdańsk and mentor through several organisations.
Education
My academic background sits exactly where my product work does today — at the meeting point of spatial data and technology. I hold Master's and Bachelor's degrees in Geography from the University of Warsaw, which give me a genuine foundation for the geospatial and computer-vision problems I work on now. I later complemented this with postgraduate studies in Project Management at the Warsaw University of Technology.
Capabilities
Product
Product strategy · Discovery · Prioritisation · Product analytics · Stakeholder alignment · Delivery
AI and data
Computer vision products · Geospatial data · AI governance · Data quality · Human-in-the-loop workflows
Hands-on building
Prototyping · Python · Node.js · n8n · PostHog · Figma
Domains
AI & construction tech · Fintech · Telecom data · Martech · E-commerce
View tools I use →
Certificates
Selected certifications. Full list on LinkedIn.
Mentoring
I mentor product professionals and people moving into product through the University of Warsaw, Fundacja Tworzymy, and Fundacja Czerwone Maki. Sessions focus on product judgment, career direction, AI and data products, and turning ambiguous problems into practical next steps.
I'm involved with the following organisations.
Beyond Work
Outside of product work, I enjoy creative and hands-on activities — from graphic design and coding to photography, sailing, and gardening.
I remain an optimist who believes technology can create meaningful, positive change when guided by strong judgment, empathy, and human-centered design.