The printing house lost $1.9M due to pricing errors — orders fell, conversion dropped from 64% to 36%, and the owner did not see the real picture. An audit of 5,979 transactions over 4 years was conducted, and an AI pricing system was built — the calculation time decreased from 16 hours to 6 minutes, with an accuracy of 5.7%. Additionally, an operational model for autonomous management was designed in 4 stages — from business transparency to complete independence from the owner.