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Hi Im Konrad Konarski Im the senior practice head for artificial intelligence and internet-of-things for V-Soft Labs. So, artificial intelligence in the manufacturing industry is being used across a variety of different application cases it is being used as a way to enhance a defect detection through a sophisticated image processing algorithms that can then automatically categorize defects across really any industrial object that it sees. Its being used to analyze sensor technologies Internet of Things technologies that are looking into the industrial manufacturing process to collect data to understand how to improve that those efficiencies in terms of the production output in terms of how often things fail artificial intelligence is also being used as a way to support simply enhancing the individual operator experiences either through augmented reality technologies that are assisting in field workers being able to perform their duties or otherwise in just supporting various health