Is language species-specific

Yes. "Language" is species-specific.

Every species has a language, or a way of communication of it's own. Be it speech, supersonic wave messages, and so on. And from this explanation, we can say that ways of communication or "language" is species-specific.

I hope this is what you meant by your question, and if it was I hope I gave you the answer you wanted!