Vibe Coding vs Real Systems: What CRE Leaders Should Build (and Buy) | Topher Stephenson

Commercial real estate is excited about AI, but practical adoption is still uneven.In this episode of The Concrete Voice, I sit down with Topher Stephenson, co-founder of CRE AI Studio, to talk about where AI actually delivers value today.We discuss:– why AI only works when tied to real CRE workflows– why messy data kills AI ROI– automation vs “AI agents” and why the term is getting noisy– the real risks behind vibe-coding internal tools– why many people try AI but never truly adopt itIf you’re a CRE leader trying to separate hype from execution, this conversation is built for you.PS: CRE AI Studio offers a free trial, and there’s also a listener promo available for the first month: "Feb25".