There's lots of tests that a few doggy dealers would do in the past that would "show" wonderful feats of depth, sensitivity, iron reject or iron see through. Some of these have moved on line and appear to work but are of no use in the field.
Often you see a coin on a lump of iron and the detector still picks it up. In fact the detector has been set up to just, JUST, reject the ferrous. Then add the coins extra bulk and the detector sounds off. Its something that just doesn't work in the field.
One of the first ever You Tube test showed a detector getting great depth on a small silver coin. This was achieved by offsetting the ground balance so much that the coin was detected but they failed to show that the detector sounded off on every fragment of metal and patch of mineralisation.
There's lots of little fiddles. Use to be that if you saw a magazine field test and they said "I didn't have time to get to the beach" you could guarantee it would not work on the wet sand. One brand would have their full page add in a magazine and say something along the lines of "brand X took first three places in the XXXX detecting competition". What they didn't mention was that the competition was limited to their machines only .You can't beat borrowing a detector and trying it yourself. It's still buyer beware.