Her work is shaped by hands-on experience across digital systems, operations, and real-world implementation - not just strategy. She has worked inside the environments she now advises, with a focus on ensuring technology supports how organizations actually operate - rather than requiring organizations to adapt to the technology. That perspective carries through in how she approaches AI: practical, context-aware, and rooted in how organizations actually function.