MarketingDemand
Spend · channels · campaigns
I work with growing companies when important business decisions need stronger data, smarter systems or applied AI.
Spend · channels · campaigns
Activation · journeys · retention
Systems · reliability · effort
Revenue · margin · cash
Process · support · capacity
Connects signals across teams and turns them into one clear decision the business can act on.
Real business problems, the calls I made, what I built and what changed.
Start with a short audit, one focused build or ongoing Data and AI leadership.
From infrastructure and analytics to ML products, decision systems and leadership.
Essays on data, AI, product strategy, growth and the decisions behind them.