The model is rarely the problem. The decisions around it are.
On how I think →Selected Work
View All →How I work
Identify gaps
I work with your team to spot where AI creates risk or opportunity before it reaches users.
Design for AI
I define how AI should behave within your product, not just how it looks.
Validate fast
I build prototypes your team can react to, so decisions are grounded in something real.
Writing
Dignity by Design
Six essays on what industrial safety systems get wrong about people, and what it would take to do it differently.
These are not abstract arguments. They are built from real stories, real research, and real conversations with people whose names you will never see in a product roadmap.
Read the series →What colleagues say
People I've shipped with.
No matter how complex the problem is, she will always come up with a brilliant, elegant, and cost-effective solution.
Sara completely transformed my understanding of UX design. Not just functional solutions, but truly exceptional ones.
Sara has a keen interest in integrating UX and AI, constantly exploring how to leverage these technologies to create meaningful, user-centered experiences.
She's always one of the first people I bounce ideas off of because of her honesty, empathy, and pragmatism.


