Identical-sounding red light therapy panels can deliver vastly different light to the skin. Wattage and LED count describe inputs, not output. Five hidden engineering choices—optics, board layout, thermal design, drive current, and diffuser quality—decide real performance. Buyers should demand measured irradiance data instead of spec-sheet headline numbers.