Additional work
More projects
Exploratory projects, research studies, and earlier shipped products — for designers wanting to see more process depth.
Proactive intelligence layer
Exploring how AI-assisted playbooks could guide deal teams through lifecycle stages. Paused — included as a process and thinking artefact rather than a shipped outcome.
Document Comparison
Three-round iteration process designing a document comparison feature for a SharePoint-embedded context. Designed and handed off to development in 2023.
Receipt management
Redesign of the receipt capture and categorisation flow for a Finnish financial SaaS. End-to-end shipped product with concrete usability improvements across mobile and desktop.
Customers' Choice — understanding what accountants actually value
A structured UX research study exploring what features and workflows accountants prioritise. The findings became evidence used across three subsequent projects.