I've spent a decade making revenue systems actually work.
I'm Sami, a GTM Engineer who builds the data, automation, and outbound systems that turn messy revenue stacks into predictable pipeline. Not an account manager. Not a reseller relaying to juniors. The person who builds it.
From data entry to revenue engineering.
I started in 2019 doing freelance data work, the unglamorous stuff most people skip. That's where I learned the thing most GTM people never do: how revenue data actually behaves when it's messy, at scale, in the real world.
From there I moved through Upwork into automation and workflow building, then into full GTM and RevOps engineering. Along the way I've built systems for SaaS companies, service businesses, and home-services operators, and I've founded two companies of my own: an AI automation agency and an AI-native software company. That means when I build your engine, I'm not learning to code on your dime. I've already shipped the software.