Turning an expense concept into a working product
An AI expense product moved from early concept through validation prototypes into a working implementation.

Problem or opportunity
The team had an early expense automation idea that needed clearer product logic, workflow validation, and a path from concept into something usable.
My responsibility
I helped shape the product logic with the team, built two validation prototypes, and then owned the final implementation using an agentic AI development workflow.
What I shaped and delivered
Translated the idea into workable flows, tested the core expense-management workflow through prototypes, and carried the final build from validation into implementation.
Outcome
The team moved from exploratory idea to a working expense product with validated workflow logic and a real implementation in place.