Hinachi Ai – Ultimata LD delivers a substantial improvement over non-LD models, offering richer colors, higher visual quality, greater depth, and more accurate hand generation. However, these enhancements come at the cost of increased VRAM & Ram usage and slower generation speed compared to non-LD models.