With estimators becoming more scarce and growing project volume colliding with broken bid processes, firms are only winning about one in 11 jobs. At the same time, AI is moving from hype to practical application, especially in takeoff, specification review, and project qualification. This session features ConstructConnect’s Chief Product Officer Jen Johnson and Chief Economist Michael Guckes as they discuss the macroeconomics and microeconomics of preconstruction and the explosion of AI in the reconstruction software space. Learn about trends in estimator labor, bid efficiency, and margin pressure, along with the future role of humans in this space. Also, discover AI resources to qualify work faster and ramp up on project context in minutes, not hours.