The framework behind a three-month MVP that lifted click-through 80% and re-engaged half of 90-day-inactive users.

Why demographic segments produce generic content — and what behavioral archetypes do instead.

Five agent archetypes on one understanding layer, designed for transparency, privacy, and fiduciary alignment.

The three inputs that make advisor communications land — and how to listen for them at scale.

A third lane between building everything and buying everything: integrate best-in-class AI through open architecture.