What is what part of speech is that?

The phrase "what part of speech is that" is a question asking about the grammatical classification of a word or phrase. In this case, "what" is an interrogative pronoun, "part" is a noun, "of" is a preposition, "speech" is a noun, and "is" is a verb. "That" is a pronoun in this sentence.