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Text-to-speech model

Reads text aloud in a natural voice, and some can copy a voice from a short sample.

What it is

Text-to-speech (TTS) models turn written text into spoken audio. Current models sound close to human, carry emotion and pacing, and some can clone a voice from a few seconds of reference audio.

How it works

Text is converted to phonemes or tokens, a model predicts acoustic features or audio tokens for them, and a vocoder turns those into a waveform. Newer models generate audio tokens directly with transformer or flow-matching methods, conditioned on a reference voice.

What it is good for

  • Voice assistants and phone agents
  • Narration for videos and audiobooks
  • Accessibility and read-aloud features
  • Dubbing and localization

Limits to know

  • Voice cloning can be misused for fraud
  • Unusual names and numbers can be mispronounced
  • Expressive control is still limited

Well-known examples