In conclusion, this study highlights the importance of catalyst design and optimization in photocatalytic applications. While TiO₂ demonstrated superior performance under UV-A light, the tri-doped photocatalysts hold promise for broader applications, particularly under visible or natural sunlight conditions. Further research is needed to unlock their full potential and establish their scalability for real-world wastewater treatment.