
Growth isn't a strategy problem.
It's a systems problem.
"I don't implement tools. I define how they work together."
For 11 years I've designed and built the GTM infrastructure that turns marketing, product, and data into a connected revenue pipeline across lifecycle, web, MarTech, and AI-driven automation.
I design how marketing, product, and data connect, from lifecycle architecture to tracking foundations to AI-driven automation. The goal is always the same: a system that captures, converts, and scales without depending on heroics.
→ Cut lifecycle QA cycles by ~30% and compressed campaign timelines from 1 week to 48 hours.
I build web environments as growth infrastructure, not design deliverables. Webflow ecosystems, CRO frameworks, SEO/AEO foundations, and tracking architecture that gives teams direct control over revenue-generating assets.
→ Rebuilt five brand properties, doubling organic traffic in 90 days, and transferring website ownership to marketing.
Lifecycle & Behavioral Systems
I architect the journeys that turn signups into revenue. Behavioral segmentation, multi-channel orchestration, experimentation frameworks built to compound over time, not just run campaigns.
→ Reduced early churn by 24% and improved activation by 13% through a full lifecycle rebuild in 3 months.
"Anyone can design a system. Anyone can build one. The hard part is understanding how the operation actually works — and building the infrastructure that serves it."

Four ways I close the gap between strategy and execution.
1
Understand the Operation
Before touching a system, I map how the team actually works. The workflows, the handoffs, the workarounds people built because the official process didn't fit reality.
2
Audit the Systems
I look at what exists, what it can do, and where it breaks under real operational load. Not just the architecture; how it's actually being used day to day.
3
Identify the Gap
The operation needs something the system can't deliver. I define exactly what that gap is and whether the answer is to build, buy, or connect what's already there.
4
Build the Infrastructure
I design and ship the solution, with the team, through the team, or alongside dev, and make sure it holds up under the operational conditions it was built for.
Thinking Out Loud
Notes on GTM systems, marketing infrastructure, and how growth actually gets operationalized.
Open to new roles.
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