Deterministic core. Your history. Honest ML.

The engine costs every job the way a good estimator does — paper, clicks and plates, make-ready, run speed, finishing, outwork, freight, margin rules. On day one we import your past quotes and calibrate to your real numbers, so it's accurate in week one. From there, the machine-learning layer studies your wins and losses and sharpens pricing every month. No black box; every figure traces to a line you can open.