Most condition-based maintenance programs die not because the technology failed, but because the workflow was never touched. Here is the failure pattern FM practitioners keep rediscovering — and what integrated building intelligence actually looks like.
AI agents querying building data used to require custom integrations for every data source. In 2026, a shared protocol eliminated that problem. Here is what changed and why it matters for FM and CRE operators.
The Execution Playbook: From Facility Manager to Building Intelligence Officer -- A Career Acceleration Framework By Robin Chien | IPMVP-Certified Practitioner | 15+ Years in CRE Building