A living note on the architecture behind useful AI in marketing: specialist roles, shared context, bounded permissions, durable state, and human approval where judgement matters.

A short structured diagnostic that returns a ranked map of which AI moves a marketing team should make first, given its current stack, audience, and goals.

The practice of making a deeply technical product explicable to a non-technical buyer without losing what makes it technical.