AI audit
Your team wants to use AI but nobody knows where to start — or there's a prototype that never quite ships.
- I review the product, the data, and the current stack
- I identify where an LLM pays for itself — and where it doesn't
- Cost, latency, and risk estimates per use case
Deliverable: a prioritized plan with the first feature ready to build.



