Acapella extractors use advanced algorithms, including AI and machine learning, to separate vocals from mixed audio tracks. By analyzing unique vocal characteristics, they isolate vocals from the accompanying music, providing musicians and producers with standalone vocal tracks for creative purposes like remixing and sampling.