Designing AI-powered products that turn complexity into clarity.

UX Designer focused on systems thinking, B2B SaaS, and intelligent product experiences.

User Research Interaction Design Design Systems Prototyping Usability Testing AI Product Design
5+
Years of Experience
40+
Projects Completed
12+
Happy Clients
MAN
ADAC
SILVERSEA
Selected Work

Projects I'm proud of

View all Work
MAN Parts
  • B2B Digital Platform
  • End-to-end user journey

How do you design a parts shop for workshop mechanics who can't afford downtime? I built MAN's first e-commerce platform from zero — shipped across 4 European markets.

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MAN Genuine Parts & Accessories
American Airlines app showing flight disruption
  • GenAI
  • Agentic AI

During travel disruptions, passengers often abandon digital tools due to low trust, costing airlines millions. This project explores how GenAI can rebuild trust, reduce friction, and improve recovery experiences.

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New
American Airlines — Passenger Experience
ADAC Fahrzeugwelt
  • Automotive UX
  • Vehicle marketplace platform

Redesigning Germany's largest automotive marketplace — making it easier for millions of drivers to find, compare and buy their next vehicle.

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ADAC Fahrzeugwelt
Silversea Cruises
  • UX Research & Strategy
  • Luxury Travel

What does it feel like to explore Antarctica? I designed an emotion-led experience for ultra-luxury cruise travellers — where every interaction had to feel as rare as the destination.

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Wanderlust — Silversea Cruises
Design Metrics Benchmark
  • User Research
  • UX Benchmark Framework

How do you know if your design is actually better than the competition? I built a benchmarking framework that turns qualitative UX into measurable, comparable metrics.

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Design Metrics for UX Benchmark
Bulk Classification
  • AI-Assisted UX
  • Data classification tool

Classifying thousands of data entries manually is brutal. I designed an AI-assisted workflow that lets analysts bulk-classify at scale — without losing accuracy or control.

Coming soon
Coming soon
Bulk Classification of Data
Linda Water Assistant
  • Water AI Assistant
  • Politecnico di Milano

A conversational AI assistant that helps people understand and reduce their water consumption — designed at Politecnico di Milano with behaviour change at the core.

Coming soon
Coming soon
Linda — Water Assistant (Politecnico di Milano)
AI in Practice

Not a framework. Real work.

Four moments where AI changed how I worked — each one from a shipped project, each one with a decision only a designer could make.

MAN · Research Synthesis

4 interviews → 12 themes in 1 hour

4 user interviews in Köln. I used Claude to cluster patterns and surface themes in an hour — then manually cut 3 clusters that didn't hold up before they shaped the brief.

Claude Lookback Maze
AI clustered · I decided what stayed
MAN · Catalog Intelligence

2,400+ SKUs classified from raw PDFs

MAN's parts catalog was buried in unstructured supplier PDFs. AI parsed and grouped every SKU in an afternoon — the output directly shaped navigation and filters.

Claude PDF extraction
Weeks of taxonomy → one session
MAN · Wireframing

5 layout variants explored in a morning

Generated 5 wireframe variants for the Parts PDP and VIN search in a morning. Picked one, discarded four, and used the time saved on usability testing. The testing found the issues — not the AI.

Figma Claude plugin
2 days → half a morning
MAN · RAG Recommendation UX

Designing the AI failure state nobody built

When a part is discontinued, RAG surfaces compatible alternatives by fit confidence. I designed the honest failure state too — if the model isn't confident, it says so. <0.5% hallucination rate set as a design requirement, not just an eng metric.

RAG architecture Confidence UX Explainable AI
Target: <0.5% hallucination rate
Team Culture · From Speed to Quality

From "AI for speed" to "AI for quality"

I reframed AI from a speed tool to a quality partner. We started using Claude to critique designs before reviews — surfacing UX issues earlier and making stakeholder sessions sharper.

Claude Figma Design critique
AI as quality partner — not just a time-saver
Team Leadership · Building Capability

Built AI tooling that lifted the whole team

Built a critique-assistant Figma plugin used across Design and Engineering — empowering junior designers to catch UX issues before they reach stakeholder review.

Figma plugin Claude ChatGPT Internal tooling
Junior designers empowered · Issues caught earlier
"

AI doesn't design. It removes the work that slows designers down — so we can spend more time on the decisions only humans can make.

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Whether you're looking for a design partner, want to discuss AI-powered experiences, or just want to grab a virtual coffee — I'd love to hear from you.

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