UX/UI Dump
Because not everything makes for a good case study
AI product strategy and visual explorations. For a Kurppa Hosk client, I spent time making guidlines for future implementation of AI into a client's product.
Drawing on the Levels of Automation (LoA) framework (Sheridan & Verplank, 1978), I developed a product strategy recommending that all higher-level automation features—both AI and non-AI—be conceptually and visually packaged as a unified "smart" offering. This evergreen approach should make the system's overall intelligence more salient to users than isolated AI features, creating a more cohesive product experience.
As the threshold for what users perceive as "smart" continues to shift, product teams often highlight only AI features as intelligent, overlooking other automation capabilities—an approach that is quickly becoming stale.
Wien Museum Online Collection. Since 2022, Wien Museum has been hard at work digitizing a massive archive of 180,000+ objects, but the interface made it feel more like a systematic archive than a living collection.
I worked in an interdisciplinary team (UX-writer, frontend and backend developers) to increase findability, navigability, and discoverability.
The result was a navigation redesign, filtering improvements, and generative object descriptions (see first image) that made space for curiosity and serendipity. The new color filter UI was inspired by the color swatches used to digitize artwork.