I help teams navigate ambiguity, find the real problem, and build solutions that scale.
My taste is simple: start from what people struggle with, break the problem down, and use AI only when the workflow around it is designed well. I can move from research to product direction to a working version.
When I am useful
You are in an ambiguous space and need someone who can find the real problem to solve.
You need a product builder who can understand people, break the problem down, and make the first useful version.
You want to start with a small AI product or workflow, test it quickly, and improve from real use.
You work with customers or partners and need to translate their struggles into a product or service direction.
You have feedback, research data, or survey comments that people collect but do not really use.
Your team keeps repeating the same manual analysis, reporting, or coordination work.
You want to use AI, but you know the workflow around it has to be designed carefully.
How I help
Navigate ambiguity
I learn the domain, talk to people, and map what is known, unknown, and assumed.
Find the real problem
I look past symptoms, break the problem down, and decide what is worth solving.
Build the useful thing
I prototype tools, workshops, workflows, or AI systems that make the solution concrete.
Make it scale
When the same work repeats, I turn it into a reusable workflow, tool, or agent.
Working on an unclear customer problem or manual workflow that could run better? Let’s talk.