How many stems you get
“Two parts, or the full kit?”
The cheapest tools only split a song into a vocal and an instrumental. That is fine for a quick acapella, but useless if you want to swap a drum loop or remix the bassline. Mid-tier tools give you four stems — vocals, drums, bass, and everything else. The most capable ones go further and isolate guitar and piano on their own tracks, so the melodic layers come apart cleanly.
Why it matters: Two stems caps what you can do. More separate parts means more of the original arrangement is actually yours to rework.