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Fact · Languages and accents

OpenAI's speech-to-text guide reserves its specialized models for cases such as subtitle formats and translation into English.

Checked against its source on October 17, 2026

In the source's own words

“Use a specialized model only if you need speaker labels, word timestamps, subtitle formats, or translation into English.”

Speech to text (OpenAI API guide), OpenAI, OpenAI, 2026, Opening section on model choice.

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What it measures
The guide recommends its newer transcription model for ordinary recordings and names whisper-1 for the subtitle and translation cases.
What it does not show
The guide's model advice changes over time. Check the current model table before you choose a model for a subtitle project.

Source

OpenAI reserves specialized models for subtitles and translation | Yap