
The Demand Engine(er)
AI growth systems for B2B marketers who hate busywork
4 followers
AI growth systems for B2B marketers who hate busywork
4 followers
Most demand gen teams are drowning in manual work — pulling exports, building reports, testing copy, scoring leads by hand. I spent the last year automating all of it with AI. The Demand Engine(er) is where I document what I build: AI pipelines, Claude-powered workflows, and the PRDs behind them — written for senior B2B marketers who want to use AI but aren't engineers. Free to read. Real systems. No fluff.






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This resonates with a real pain point—the time sink of manual analysis is brutal. The framing around compressing timelines (14-day tests to hours) is compelling because it speaks to actual business impact, not just automation for its own sake. Curious whether you're seeing different channel performance patterns emerge once teams have that freed-up capacity to act on insights faster.