AI & Automation — Through a Customer Lens

Smarter efficiency, without eroding trust.

I help organizations design and evaluate AI and automation initiatives through the lens of real customer journeys and employee experience, so efficiency gains strengthen clarity, confidence, and loyalty rather than quietly undermining them.

The result: Together, we build intelligent systems that work harder for your business and feel better for the people who rely on them.