roi

AI commentary is everywhere. Clarity is not. Over two decades in enterprise software, I’ve watched technology waves deliver differently than promised. What I’m seeing now isn’t one story — it’s four simultaneous economic restructurings in capital, labor, productivity, and sectors. Here’s a frame for tracking them together.