The phosphor coating in a laser excited phosphor flashlight absorbs the laser energy and re-emits it as visible light, significantly increasing the brightness of the flashlight. Additionally, the phosphor coating converts a larger portion of the energy into light, making it more efficient compared to other lighting technologies.