How can we remove ambiguities in identification of new compounds?

Identifying something novel compounds and experiencing ambiguity go hand-in-hand, I'm afraid. I have been very impressed, though, with strategies like those at GNPS for leveraging knowledge of existing compounds to recognizing new variant molecules.