At Gaius-Lex, I redesigned the interaction model for an AI agent supporting Polish legal research. By combining user interviews and usability testing with product data, I helped increase the first-message rate by 31.6% among new signups.
At SFR3 Fund, I worked on the resident experience for a mobile-first rental platform. A/B testing across the rental showing funnel increased tenant conversion rates by 1.2–2.9%, and a GPT integration cut questionnaire analysis time by 90%.
At Xylem & Speednet, I led MVP development for a predictive water pump maintenance system from seed to full funding in seven months. I tested early concepts with subject matter experts and supported pilot onboarding ahead of the Weftec launch.
My earlier work includes UX research, service design, and digital products across legal, finance, health, civic, and social innovation settings. I’m drawn to research that uncovers what people need and turns those findings into practical product improvements.

