Orka Two Hearing Aids App Onboarding
New hearing aid users were returning devices within two weeks. I redesigned onboarding around that critical window. Result: 5.3/7 satisfaction score and a measurable drop in returns.
PetsTech Cardiac Monitor UI Design
A 20,000 CNY veterinary cardiac monitor with a segment LCD display. Every pixel is a hardware cost. Three concepts. One shipped.
RullJa IoT Dashboard — Investor Concept Demo
A waste-tech startup needed to pitch IoT fill-level sensors to investors. I built the dashboard and the market research behind it. €100M+ addressable segment in Germany.
View project →Developing CPS as Entrepreneurs: Agile Methods in Startups and SMEs
Master's thesis selected by KIT IPEK for publication at ECIE 2025. I reviewed 1,929 papers using an AI-assisted extraction workflow, mapping how agile methods adapt across firm types in complex systems engineering.
Read paper →E-Wagen Simplification @ Mercedes-Benz Sindelfingen
Factory floor user research at Mercedes-Benz Sindelfingen. I built personas, journey maps, and a full service design for e-trolley sharing among assembly workers.
German Telehealth Infrastructure: Structural Mapping for Threat Modeling
Commissioned by a KIT doctoral researcher. I mapped the integration architectures of German hospital networks as a structural baseline for NIS2 threat modeling.
Rullja Smart Bin Sensor — Market Research Report
A German IoT startup needed to know if there was a real market. I sized it (TAM/SAM/SOM), mapped 10 competitors, segmented buyers, and designed a three-phase go-to-market for entering the municipal space.
View report →Transform Product Engineering Knowledge into an AI Consultant
Two AI consulting tools for KIT's engineering institute. InnoFox Coach and Project Type Assessor are now used by 50+ students. Built at zero software cost in half the expected timeline.
Cincobox Bill AutoBot
A quality inspection CEO was losing one full working day every month to manual invoicing. I restructured the database and built an automation in Google Sheets. Ask me to walk you through it.