If this works, what changes for the customer or the business?
I test every AI idea with this question. When building gets cheap, the hard part is choosing the problem worth solving, the evidence to trust, and whether a result moved a real outcome.
One stack, each built on the last
Five pieces of work, in the order they happened. Each one used what the previous one taught me.
-
1
Continuous PM OS AI canvas
My own AI canvas for testing product ideas. It walks an idea through the stages it needs to survive: which problem, for which segment, then the solution.
-
2
Xnumia Agentic payments
Stress-testing the Xnumia idea in that canvas, plus prototypes in AI Studio, won me the product lead role on the founding team of this agentic payments platform. I then defined the product and its documentation.
-
3
Worth Building Playbook
A step-by-step playbook for building products with AI: what to hand to AI, and what stays a human responsibility. It grew out of Xnumia and the Product Faculty AI Product Management course.
-
4
PlateMate Prototype
The prototype before Chef Mealan, built with the Worth Building method. I wrote its eval suite before the product.
-
5
Chef Mealan Live pilot
A meal planning app for nutrition coaches and their clients. It sizes each meal to the client's calorie and protein targets. Live at chefmealan.com since September 2026 in a closed pilot.
How I work
Discovery first
I find the pattern behind requests and turn it into a clear requirement developers can build from, including saying no and explaining why.
Hands-on with AI
I build working prototypes and products with AI coding agents, so a requirement can be tested before it is built properly.
Quality bar before release
AI features get evals with a clear pass mark. Every release passes automated tests and walkthroughs of the main user journeys.
Background
12+ years as Product Manager and Product Owner in B2B and B2B2C software in Germany and Serbia, from MVPs and pilots to one platform rolled out in 12 countries.
- Real Garant (Zurich Group), Product Owner, vehicle warranty platform
- bookingkit, Senior Product Manager, reseller marketplace and integrations
- Commerce Connector and Cuponation, Product Manager roles
- Planer.rs, my own event platform, acquired by Ringier Axel Springer Serbia
Books
I am the author of Worth Building and Worthy Numbers. Worth Eating comes next.
Worth Building
The product playbook I wanted beside me when one question was still unresolved: is this worth building?
Read on GitHub Food guideWorthy Numbers
The numbers about your food, and which ones help you decide. Six food label numbers, what they tell you, and how to use them at your next meal.
Read the PDFWorth Eating
The next book in the series.
Certificates and learning
- AI Product Management Certificate, Product Faculty, with Capstone Honors (2026)
- AI Mastery, Mindvalley, 108 CPD credits (2026)
- Building with AI Agents, Turing College, from November 2026
- Dipl. Ing. in Industrial Engineering, University of Belgrade
Get in touch
I am open to Senior AI Product Manager roles in Munich or remote in Germany. The fastest way to reach me is a message on LinkedIn.
Message me on LinkedIn