Marketing technologist building AI-native systems for search, content, and audience intelligence. A decade in technical SEO gave me the engineering instincts — Python pipelines, data architecture, large-scale site optimization — and a front-row seat to the tectonic shift underway: the transition from ranking-based discovery to AI-mediated retrieval. I build the infrastructure for what comes next.
I write about the shift from traditional search optimization to AI-mediated discovery — what it means for marketing strategy, how organizations should prepare, and what's hype versus what's structural. Published on this site and LinkedIn.