The article describes the completed research and development work conducted for the shipbuilding industry by a scientific consortium from 2020 to 2023, and addresses selected aspects of the commercialization of the developed prototype solutions. The goal of the R&D project was to develop and implement a modern solution for quality control of welded joints and monitoring of the production process. The main perspective described in the article is the application of artificial intelligence (AI) and its rationality and efficiency, particularly in operational processes, such as welding production processes verified by the advanced PAUT ultrasonic method. The prototype UT/PA system is presented synthetically from the perspective of measurement and analytical components, focusing on the processing of ultrasonic images after measurements and their decision-making potential for improving the quality of welded joints. Synthetic conclusions of a methodological, operational, and strategic nature are highlighted. The planned direction for the continuation of the completed research and development work and the finalized commercialization is also presented.