Recent developments from overseas industry leaders are offering fresh insights into the machine vision sector: Germany's Basler has launched a coordinated control solution for lenses and light sources, Keyence has disclosed its regional and industry-specific sales performance, and Cognex is poised to release its latest quarterly results. Domestic companies have already reported their third-quarter earnings, providing more concrete case studies for assessing whether industrial AI applications can translate into operational growth. Analysts suggest that as industrial AI extends into physical-world scenarios, it is expected to drive demand for visual perception, data acquisition, and automation applications. Industry opportunities stem both from advancements in perception technology and from the accumulation of process expertise and scenario adaptation capabilities. Going forward, attention should be focused on commercialization progress and tangible delivery outcomes.