Measure Twice AI Once: There Are No Shortcuts to Implementing AI in Construction

AI can transform construction and project controls—but only if you build the foundation first. This playbook argues for an outcomes‑based AI strategy that starts by defining a specific business problem and key questions, then pinpointing the analytics and data inputs required. It provides a practical approach to assessing data readiness (location, cleanliness, completeness, accuracy) before implementing machine learning or LLMs. You’ll also learn what to look for in an AI partner—industry expertise, data ownership transparency, usable tools, and support for pilots with measurable ROI.