The taillight bulbs are noticeably more dim
As you say this depends entirely on the bulb. Not all LED's are the same just as not all incandescent bulbs are the same.
You need to be looking for specs in either "lumens" or "millicandles" (mcd) to tell you how bright the LED's you're buying will be. I have some 1000mcd LEDs that I'll be using in my taillight conversion, they're plenty bright. Off-the-shelf Radio Shack LED's can start as low as 5- to 10 mcd. Special LEDs from places like
www.superbrightleds.com can get up to 18,000 mcd.
Replacement 1157 bulbs can vary between any of these extremes. If there's no output spec listed, beware! Many of the LED 1157's sold in auto-parts stores are too dim. It doesn't matter if they have 5, 9, or 20 internal LEDs of those LEDs are feeble.
Don't try to compare lumens versus mcd, btw, they're not the same. Google or Wikipedia or
HERE for more info on this.
Beware also to look at Beam Width specs. Many LEDs throw only a narrow beam. Wide-angle LEDs are better for this application.
mystic_1