Same 10-minute podcast
Take a ten-minute interview: two speakers, a few proper names, a laugh over a music bed. MAI Transcribe 2 is the hosted option that returns text, speaker labels, and timestamps from one request. You still edit names. You do not stand up diarization, alignment, and a GPU queue just to get a first draft.
Whisper on the same file usually returns strong text. Then you add speaker clustering if you need “who said that,” and a forced aligner if you need captions. That stack is worth it when you already have it, or when the audio cannot leave the machine. It is extra work when you only wanted a readable transcript this afternoon.