A vocal remover is just a stem separator with the "everything except vocals" output thrown away. So why does picking one feel hard? Because the quality gap between tools is huge — bigger than the marketing pages let on — and almost nobody publishes numbers. I needed an answer for a side project, so I ran the same three tracks through six AI vocal removers and scored every output with mir_eval. Her