Hi, welcome to my profile page!

What I can share as experiences/offer insights on:

How I Switched

• From risk analyst / finance to AI product manager: how to transition from data/analytics into product leadership

• From individual contributor to team builder: from solo analyst to managing teams across functions

• From corporate to startup founder: navigating the jump from established companies to early-stage ventures

• From traditional product to AI-native products: understanding how AI changes product strategy, discovery, and go-to-market

How I Solved

• Scaling startups: as Head of Product, designing product vision, strategy and roadmap as Genesis Cloud business grew from 100K USD to 4.5M+ USD ARR

• Building AI products that matter: shipping production LLMs, RAG systems, and agentic AI that create measurable business value

• Enterprise AI transformation: leading AI initiatives across 10+ publications at Ringier, including content generation platform, RAG chatbot and AI agent for JIRA task management

• Solo founding: building ProtocolEngine solo with complex infrastructure (43K+ papers ingested, 11 AI agents)

• Enterprise agility: demonstrating how regulated banking can adopt startup development velocity, shipping 3 new products every 5 months achieving the primary commercial objective.

• Product strategy in regulated environments: pioneering compliance-first product development model at Danske Bank, reducing compliance realted iterations at product approval stage across the bank.