PRODUCT MANAGER · BUILDER · AI

Product Manager who builds.

I turn customer insights into working products — prototyping fast, shipping to users, and using real-world evidence to decide what to improve next.

7+ Years Building digital products

0 → 1 From ideas to MVPs

1 → N Scaling what works

HOW I CREATE VALUE

From customer needs to measurable impact.

Listen Understand customer needs.

Validate Test ideas with prototypes and users.

Build Ship the smallest valuable solution.

Iterate Measure outcomes. Learn. Improve.

FEATURED WORK

Real problems. Product decisions. Working solutions.

Each project starts from a workflow problem, not from a technology choice.

01 Finance / Automation

AI Financial Reporting Agent

Problem: financial reporting is repetitive, slow and difficult to interpret quickly.

Built a Gemini and Google Cloud workflow that transforms raw financial data into a structured report with AI-generated commentary and business insights.

~92% less reporting time ~1 hour → ~5 minutes, including data preparation

Current portfolio allocation chart generated by the AI Financial Reporting Agent

Portfolio InsightsGeminiGoogle Cloud

Read case study ↗

02 Discovery / VoC

Local Voice of Customer Analyzer

Problem: PMs receive messy customer feedback but struggle to convert it into evidence-based decisions.

Local LLM pipeline that classifies feedback, identifies patterns and adapts when the dataset is overwhelmingly positive.

~98% less analysis time ~3 hours → ~3 minutes to classify and analyze ~60 feedback items

RICE prioritization chart generated by the Local Voice of Customer Analyzer

Feedback ClassificationOllamaPython

Read case study ↗

03 Roadmapping / Decision Support

AI Roadmap Assistant

Problem: product teams struggle to turn an unstructured backlog into a realistic, explainable delivery plan.

Built a capacity-aware planning tool that scores initiatives, respects dependencies, creates a flexible roadmap, and supports grounded AI analysis and follow-up questions.

Measurement starts at launch Tracking users who generate a roadmap, then ask AI or export it

Board view of the prioritized quarterly roadmap generated by the AI Roadmap Assistant

What-if AnalysisNext.jsTypeScript

Try live app ↗ Case study ↗

04 Coming Dec 2026

Product Intelligence & Growth Analytics

Problem: product teams collect usage data but struggle to connect it to outcomes, product decisions, and growth opportunities.

Analyzing real usage of the AI Roadmap Assistant — turning behavioral signals and feedback into evidence for what to improve next.

Growth AnalyticsPostHogMicrosoft Clarity

PERSONAL PROJECTS

Things I build for myself.

Small, useful products shaped by curiosity, personal needs and attention to detail.

01 Personal Dashboard

A Second Life for an Old iPad

I turned an outdated iPad mini into an always-on personal dashboard instead of letting a perfectly good screen go unused. A practical experiment shaped by real hardware constraints — and now something I use every day.

Personal dashboard running on an iPad mini

Hardware ReuseGoogle CalendarOpen-Meteo

02 Personal Tool / UI

My Digital Bookshelf

A personal space for collecting and exploring the books I’ve read and want to read. Built to make a reading list feel more visual, tactile and enjoyable to revisit, with multiple ways to browse the ideas and stories that have stayed with me.

Reading ArchiveMulti-viewVisual Design

APPROACH

Product judgment over process.

Outcomes before output

Define the customer and business needs before discussing solutions.

Test the riskiest assumption first

Use prototypes and user evidence to reduce uncertainty early.

Build the smallest valuable solution

Make deliberate trade-offs and focus effort on what creates value or generates meaningful learning.

Let evidence decide what happens next

Iterate, scale or stop based on outcomes — not attachment to the original idea.

ABOUT

Technical foundations. Product outcomes.

Mathematical Engineering shaped how I approach complex systems: structuring problems, working rigorously with evidence, and making trade-offs explicit.

Across seven years in product, I’ve applied that foundation from strategy through execution. I’m now deepening my expertise in machine learning, LLMs, and AI product development — connecting technical possibilities to meaningful customer outcomes.

LANGUAGES

LET’S CONNECT

Looking for a Product Manager who builds?

Based in Brussels and open to Product Manager or Senior Product Manager roles, including remote opportunities with US-based companies or relocation to Spain. Particularly interested in fintech, sports tech, and AI-enabled products.

Email me View CV LinkedIn GitHub