Anshi Shuqing (Hangzhou) Information Technology Service Co., Ltd. uses AI to optimize 3D printing workflows, compressing related steps from 'days' to 'minutes.' The company has previously filed patents on data processing for smart 3D printing factories and automated print monitoring, focusing on AI-enabled pre-print preparation and process monitoring. 3D printing pre-processing (model repair, nesting, slicing, support generation) is one of the time-consuming bottlenecks in powder bed processes from CAD to print; with AI, manual intervention steps can be reduced to the minute level. Value for powder buyers: ① AI-accelerated pre-processing lowers the barrier to design-print iteration, indirectly speeding up powder sample validation cycles and the pace of trial-and-error consumption; ② Standardization of print pre-processing helps powder manufacturers achieve cross-machine consistency in 'printability' data; ③ Keep an eye on the company's patent portfolio and the progress of its toolchain productization.