I build AI systems that operate inside real business workflows.
My work sits at the intersection of automation, operations, software, and applied AI.
I've built AI agent systems from nothing, and I operate a company's AI systems inside its revenue function.
I work at the intersection of business operations, GTM execution, and applied AI systems.
I started my career in sales development, where my job was simple: create pipeline and understand the problems that slow revenue teams down. As I got closer to the workflows behind that process, I started finding opportunities to use AI and automation to improve how teams operate.
Today, I own and improve AI-enabled workflows across outbound, qualification, enrichment, and CRM processes, while also independently conducting applied research and building AI systems that explore how these technologies can be applied to real business problems.
The common thread in my work is turning unclear problems into systems that are easier to understand, improve, and trust. Whether it's improving a GTM workflow, creating better AI processes, or building new automation systems, I focus on making AI useful inside the day-to-day operations of a business.
The part I care about most is bridging the gap between what AI can do and what businesses can actually use.
I am drawn to the intersection of technology, systems, and human workflows. I'm most interested in understanding complexity and finding the structure underneath it.
Preparation creates leverage. The strongest systems are built before they are needed, giving people the ability to respond with clarity when circumstances change.
'Never let the future disturb you. You will meet it, if you have to, with the same weapons of reason which today arm you against the present.'
— Marcus Aurelius, Meditations
Built Independently
Mine · private · no external users · I architected, built, and run it
AI Operations Platform
An agent platform that cannot quietly lie about its own state.
Operated Inside a Company
Employer + vendor systems · I operate; I did not build them
AI GTM Systems Operations
Operating AI tooling other people's work depends on, inside a live revenue function.