The marketing engineer approach to AI-powered campaign testing

The author describes a “marketing engineer” as someone who combines customer research, creative work, data and AI agents into a repeatable campaign system. The guide recommends starting with one agent that extracts language from sales calls, tracking campaigns through to revenue and adding workflows one at a time. It advises keeping outreach, ad spending and publishing subject to human approval.