My experience is that connecting from multiple devices is not an issue. I have used both my phone and laptop at the same time without any issues. I a lot fo the time have more than one browser window open on the same machine for the same octoPrint instance.
You say you tried but you do not list what your results were. The assumption is that it failed. But how did you test it? More info is needed to understand your request / Issue.