How I think about systems, execution, and building organizations that work.
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Most AI GTM efforts increase output without improving outcomes.
Deal outcomes are driven by execution, not just pipeline.
High-performing GTM is built, not hired.
A system that turns account context and signals into executable outbound.
Pipeline clarity is driven by structure, not reporting
Deal outcomes are driven by execution, not effort
I work at the intersection of revenue and systems, helping companies operate more effectively using AI and workflow design.
Most teams focus on tracking work. I focus on how work actually gets done.
My background spans enterprise SaaS at Oracle, Zendesk, and HubSpot, and early-stage startups like CYGNVS. I’ve seen how systems evolve as companies scale and how AI can either improve execution or create more noise depending on how it’s applied.
I build workflows, messaging systems, and AI-assisted processes that improve execution and make decisions clearer.
I’m interested in roles where I can drive operational impact across teams, not just optimize individual deals.