Labeling speakers in interviews and podcasts
Attributing dialogue correctly in multi-speaker videos
Improving subtitle readability and structure
Supporting downstream translation and editing workflows
When the content contains only a single speaker
When speakers overlap continuously with no clear separation
When manual speaker labeling is already available