“You’ll spend fewer tokens and less time waiting with almost no drop in transcription quality.”
OpenAI bills transcription by audio length, so speed the audio up 3x and pay a third. Quality barely moves. Output tokens are most of the bill anyway, and both runs capped at 2,048 output tokens. Per-minute pricing on a model that does not care about minutes is an easy price to game.