The new energy industry is the new future of a green economy in society. With the transformation and upgrading of the manufacturing process of new energy industries such as lithium batteries, the production standards, quality, and safety control of power batteries are becoming increasingly strict. The industrial standardized intelligent algorithm platform and AI intelligent hardware are seamlessly integrated with the production line to achieve the detection and sorting of battery defects. It can also test product size, appearance defects, and surface quality, strictly control product quality, and improve production efficiency.