I'm not here to evangelize AI or sell a transformation. The teams I work with already know they want to be more technically sophisticated. They want to understand what these tools actually do, where they actually help and where they don't, and how to use them with judgment.
There's a difference between using AI tools and understanding what these tools actually are and what they can build. I work on the second. I've sat on both sides of the table in real estate finance, advising institutional clients on rate risk, then managing a $2.5B levered debt book at PCCP. I also build production software myself. So I can tell you where AI genuinely fits an investment workflow, separate signal from hype, and leave your team more capable than I found it.
The measure of a good engagement isn't dependence on me. It's that your team is sharper and better prepared after we work together.