From Scraping 1,100 Coffee Roasters to Detecting Shadow AI: Why Pattern Recognition at Scale Is Everything
The journey from building a specialty coffee marketplace to creating an AI governance platform taught me that finding needles in haystacks at scale is always the same problem - whether it's great coffee or shadow AI.

