"Adoption outran governance. Now someone has to answer for what the agent did."
Most enterprises now have AI agents in production, but only a fraction have a governance model mature enough to manage what those agents actually do. When an agent acts on the customer's behalf and gets it wrong, the question isn't the interface — it's who's accountable.
"The interface is usually the last place the problem lives."
When a healthcare experience fails, the instinct is to redesign the interface. A case for upstream diagnosis — and what changes when you treat the interface as a symptom, not the cause.
"Competitive audits used to run once a quarter. Now they run continuously — and that changes what they're for."
AI has made competitive intelligence a live strategic layer — running continuously, surfacing patterns at scale, and changing when in the process key decisions get made.
"What happens when a design system scales faster than the judgment behind it?"
AI is accelerating the disconnection between the component and the patient. An argument for bringing experience judgment back into the room alongside the system.
"Most teams treat complexity and constraint as separate problems. They're the same problem."
Organizations that treat complexity as a content problem and constraint as a legal problem produce the same failure — every time. A structural reframe for getting both right from the start.
Fractional UX strategy and competitive intelligence — regulated environments. Active practice while focused on the right Director or Lead role full-time.