AI Isn’t Magic. It’s Margin.
The Problem With How People Talk About AI If you listen to headlines, AI sounds like magic. It is either going to replace your team or transform your company overnight.…
I build practical AI and marketing systems that help businesses operate smarter, grow predictably, and create durable long-term value.
I operate at the intersection of AI strategy, growth systems, and execution. My background spans digital marketing, automation, and business operations — inside established organizations and across my own ventures.
I focus on building systems that create leverage, not short-term wins. The goal is simple: design durable advantages that compound over time.
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