Legacy Tech Vs. AI: True Cost Of Hybrid Models

Q1. Could you start by giving us a brief overview of your professional background, particularly focusing on your expertise in the industry?

I've spent the last 23 years working inside some of the world's most complex technology environments—and what that's really meant in practice is learning how to keep things running while also changing them. That tension between stability and transformation is, honestly, what I find most interesting about this field.

At ANZ Bank, I ran global database operations and built the compliance and monitoring infrastructure that gave us visibility across data centers in multiple regions. At Microsoft, I was embedded deep in enterprise cloud migrations—the kind where the stakes are high, the legacy debt is real, and the business can't afford downtime. JP Morgan Chase was where I picked up the records management side of things in a serious way: establishing data archival functions, enforcing retention policies across global systems, and making sure governance wasn't just a checkbox exercise.

These days, I'm a Principal Product Manager at Optum, sitting at the intersection of AI-driven innovation and legacy operational governance. I spend a lot of time on cloud transition architecture, high-compliance environments under frameworks like SOX and APRA and building…