They're all different when it comes to communication bandwidth and effectiveness.
We need to discuss something visual as a five-person team? A phone conference is the wrong medium.
We need to collaborate on a significant technical document? Slack is the wrong medium.
We need to have a searchable back-and-forth discussion, interleaved with other things that are vying for our attention? We should probably use a chat tool.