Writing

Notes on customer systems, implementation, and practical AI work.

Short pieces on the operating details behind better customer outcomes: onboarding, adoption, account health, retention, and the systems that make ownership visible.

May 2026

Operating Note

Customer handoffs fail before anyone notices

A practical look at where ownership breaks down between sales, onboarding, success, and renewal.

May 2026

Framework

Account health is not a color

Why health scoring should explain risk, ownership, next action, and commercial consequence.