I like hard software more than blank canvases: existing products, legacy constraints, migrations, acquisitions, complicated business rules and platform transformations where some constraints can’t simply be designed away. I’ve lived through several technology shifts and seen the full lifecycle of complex software.
I also build with AI. I use agents to prototype and ship working software, explore unfamiliar technical problems and learn by building.
ERP, fintech, payroll, government and high-consequence B2B software.
Migrations, acquisitions, platform consolidation and existing architecture.
New interaction models where AI changes how products work.
IA, interaction patterns, design systems, tokens and tools that keep complex products coherent.

Making AI coherent across an ERP
NetSuite is an ERP used by more than 43,000 businesses in 220 countries. I worked on the foundations and AI experience, from the underlying design system to the NetSuite home dashboard, collaborating with product and engineering to introduce new AI behaviours into an established, complex product.
Building AI before the patterns existed
Global payroll and EOR across 187 countries. I designed and shipped an AI assistant in 2022, then used customer research to reshape how customers explored global employment costs.
Redesigning a complex financial platform
I led the redesign of Refinitiv's product experience during its migration into LSEG, working across complex financial workflows and an established product ecosystem. The work involved simplifying existing experiences while navigating the constraints of a large-scale platform transformation.

Building design foundations for public services
Joined as employee #2 and helped establish the design and research practice across Scotland's digital public services, including the design system and user research infrastructure.
Your AI can write the UI, this makes sure it writes your UI.
Finds where your AI agent will likely invent UI. Scores repos 0–100 against a 112-repo benchmark, teaches the agent through rules and a local MCP server, and checks every edit. 28K+ npm downloads.
Exploring multimodal interaction for complex operational software
What if you deleted the mouse and keyboard? A live satellite mission control run by voice and hand: MediaPipe tracks your gestures through the webcam, Claude Haiku parses what you say into commands, and one dispatcher keeps every input coherent. Back in satellite territory after OneWeb.
Exploring safe autonomy for product teams
I built an AI workflow that connects to a real codebase, understands its design system, makes requested changes and opens them for developer review. I explored where AI can act independently and where human control still matters.
I build a next-generation design system one proven rule at a time
What does a design system have to contain so that an AI agent reliably builds the right user interface from it?
Principal Product Designer roles · Barcelona hybrid or EMEA remote