AI-native steel takeoff platform for structural fabricators converting construction drawings into auditable beam and column quantities in minutes to cut manual takeoff time and missed scope. Estimator-in-the-loop AI automates repetition while retaining professional judgment, boosting bid capacity and lowering estimating risk without changing existing workflows.