We are pleased to announce our cooperation with Pilkington Automotive Poland, part of the NSG Group. In the manufacturing plants of Pilkington Automotive Poland are produced windshields for the biggest automotive producers in the world, including windshields for heavy goods vehicles. The aim of cooperation is validation and deployment predictive maintenance technology for the windshield production line in factory in Chmielów. For that purpose dedicated architectures of deep learning networks created with our system will be used. That would lead to achieving highest possible prediction accuracy and as a consequence minimizing the costly production line downtimes and maintenance costs.