It moves constantly. People enter, lapse, lose consent, reactivate, and return looking like new demand when they aren't.
I started in B2B demand generation in 2013, in the middle of the SaaS boom, when every company ran the same playbook. More leads, more reps, more tools, stacked on weaker ground. I bet it wouldn't last. When the market corrected in 2022, the companies left standing weren't the ones with the loudest growth numbers. They were the ones whose unit economics still held up.
So I spent the last decade on the operating layer underneath the channels. Funnel architecture that holds under volume, measurement that ties marketing to retained revenue instead of form fills, and motion design that matches the cost of acquisition to the value of the lead.
Before any of it, I led an infantry team in the Marine Corps. That's where I learned a system is only as good as what it does under pressure.





























