Overall, the Raman spectroscopy results provide valuable insights into the crystallinity and structural integrity of the photocatalysts, reinforcing the presence of the anatase phase while highlighting the need for further investigation into the behavior of boron within the doped materials. These findings are crucial for understanding the relationship between crystal structure and photocatalytic performance.