If it's radio it shouldn't be a problem, mine are frequently on different stations at the same time. If it's streaming though, I think that's different - you can only stream from one external source at any one time*. Question though: are the devices all on the same Amazon account or separate ones? I have no idea if that's important but it might be.
*Forum folk - is that the case for streaming from say iTunes?