A seven-year, $60.5M NYSERDA impact evaluation of 654 buildings found vendor-reported savings only 48% verified overall — but FDD-only and OEM-controls-only vendors verified 0%, while ASO and software-overlay vendors verified over 100%. Here's the vendor-type table every AI-HVAC RFP should use.
H1 2026 poured US$5.6B into smart-building AI and saw 46 startup acquisitions — Nantum AI into Johnson Controls, MaintainX into Autodesk (Memoori). The buyer-side risk: your AI overlay vendor gets absorbed into a mega-vendor roadmap. The change-of-control clause that keeps your building running.
Your AI-HVAC vendor sold you a commissioning number, not a permanent asset. Control models drift as occupancy, weather, and equipment change — McKinsey pegs first-year AI degradation at 40%. The 2026 FM job: own the retraining trigger and continuous persistence M&V.
A 2026 survey of 1,000+ CRE leaders found 51% call AI the top force reshaping the sector, but only ~1 in 5 has an innovation framework. In APAC, Singapore (38%) and India (27%) lead — and the readiness gap is the opportunity.
Every major smart-building vendor says AI is central to strategy; independent research finds almost none discloses AI-specific results at the financial level. A buyer's guide, with the five questions that cut through the claims.
Johnson Controls, Carrier, Trane and Delta all call AI central to their smart-building strategy — but their fastest-growing business is now the data center. What that capital pull means for the people who run commercial buildings.
Refrigerant leaking from your chillers is a fugitive Scope 1 emission — 15–40% of a CRE portfolio's Scope 1 that most carbon reports still count as zero. With the AIM Act, Taiwan's HFC quota, and Kigali all squeezing high-GWP gas in 2026, here's the 90-day register-and-repair playbook.
CBRE's 2026 study of 303M sq ft shows office utilization at 53% and desk-sharing as the norm — yet most teams aim occupancy data only at desk math. The bigger payback: feed it to HVAC. Occupant-count DCV cuts HVAC energy up to 40% and peak charges 10-25%. Here's the 90-day play.
AI Smart Buildings is an independent CRE AI intelligence portal for the people who run commercial buildings — verification-first analysis of smart HVAC, energy proof, and the vendor landscape.