Most "AI agent for commercial real estate" guides are written by vendors selling one. This one is written by a practitioner who runs the measurement-and-verification (M&V) on live pilots across APAC and US portfolios — where the question is never…
By Robin Chien | IPMVP-Certified | 15+ Years Managing $1.2B in Commercial Real Estate Vendor dashboards are marketing tools, not evidence. I say this as someone who has deployed 15+ AI-HVAC systems and reviewed dozens of vendor performance reports.
By Robin Chien | IPMVP-Certified Practitioner | 15+ Years, $1.2B Portfolio, 15+ AI-HVAC Deployments I have deployed AI-driven HVAC optimization in over 15 buildings across multifamily and commercial portfolios totaling $1.2 billion in asset value.