About
AI doesn't fail because of the models.
It fails because the operating model, governance, and data foundations aren't ready. That's the work I do.
I help organizations — especially in pharma and regulated environments — move from AI that looks good in demos to AI that works in real life. Less focus on tools, more on what makes them usable: alignment, decision-making, knowledge, and the connected systems underneath.
15+ years across digital platforms, analytics, and enterprise transformation. Comfortable in the messy middle: no clear playbook, half-built structures, high expectations.
Today I focus on AI strategy, governance, and content systems, helping leadership teams turn ambition into execution — and I build AI literacy and leadership capability, because tools don't transform organizations, people do.
Still learning. Still testing. Still changing my mind when something doesn't hold.