How to Ship Powerful AI Copy (even as a Non-Marketer)

When AI-powered marketing emerged, I recognized a problem I had seen before as a Marketing Leader: an execution owner that does not have full context on the business, product or customer.

Output quality is ALWAYS constrained by input, whether the team is human or AI.

AI is capable of limitless execution work but cannot feel what your customer does. It cannot infer the experience of a busy day in a tired body, with the radio on and a kid in the back seat. It does not intuitively understand the motivations and hesitations that come from an inner world of hopes and fears.

So, it's now a leaders job to close that gap and give AI the marketing sense it needs to execute well.

-> Technically it's called Context Engineering.

-> Operationally, it's called Governance.

-> Practically, it's what gets you pa

Under-the-hood, it's a proprietary method I've developed, drawing on the most powerful frameworks in our space, from UX and strategy to behavioral psychology. Frameworks that exist to make sense of and synthesize human complexity. Repurposed and rigorously