Building AI SaaS

Klaudia Skiba

that moves

business metrics

Flow

ROLE AND TEAM:

Solo design and build

WHAT IT IS:

A pre-Figma design methodology tool

THE ADVANTAGE:

Turns a raw brief into the exact screens and states to design before a designer ever opens Figma

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Nuum

ROLE AND TEAM:

Product Designer

Full-Stack Engineer

Medical Team (Domain Expertise)

WHAT IT IS:

A digital consultation platform for pharmacists and GPs

THE CHALLENGE:

Patients answered risk assessments under time pressure in the room, making consultations longer and the answers less reliable.

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quality

ROLE AND TEAM:

Lead Product Designer

AI Engineers

Software Developers

WHAT IT IS:

AI-driven SaaS: created for risk infrastructure, applicable to any industry

THE ADVANTAGE:

Built a three-layer quality framework that gave design ownership of AI quality, and turned "is the AI good?" into three sharper, owned questions.

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Hypothesis-driven

I frame problems as testable beliefs, not solutions in disguise. Every design earns its place through usability tests, experiments, or data, and when the evidence pushes back, I change direction fast.

View in projects:

Healthtech consultation product

Risk infrastructure product

AI-fluent

I design for AI products (adaptive interfaces, trust calibration) and with AI tools (Claude, Lovable, Cursor). I'm shipping interfaces that adapt to context, which means designing for systems that don't behave the same way twice.

View in projects:

Pre-Figma self-built tool

Risk infrastructure product

Systems-minded

I look for the objects, states, and rules underneath the screens. It's how I built a design system that cut delivery time by 30%, and it's how I translate fuzzy AI capabilities into interfaces people can actually navigate.

View in projects:

AI quality measurement framework

Safety vs agency in AI product

Don't take my word for it.

Take theirs.

“Klaudia is so dynamic, positive and proactive!

She brings fresh ideas and perspectives to all projects.
Judit Mora, CEO @ nuumad.co.uk
Right from the start, Klaudia showed a real passion for design. She didn't just wait for instructions; she took charge, exploring new ideas and techniques on her own. What's more, Klaudia was really good at taking feedback. She listened carefully and always tried to improve her work based on what she heard."
Ari, Senior Product Designer at Meta and Mentor @ ux-ari.com
"Klaudia's empathy, active listening and observation skills make her a very strong UX Designer both in individual projects and team settings.

After working together for the past 5 months, I can wholeheartedly say that she is on a path of growth, and her curiosity, determination and incredible work ethic would make her a fantastic addition to any UX project / team she will be part of!"
Ioana Spahiu, Success Manager @ Fourth Rev
“Klaudia has been so patient and has listened to all of my requests and created a website that is better than anything I could've wished for!”
Laura Kennedy, Founder @ LK Consulting