Troubleshooting
Why a word is wrong, and how to improve accuracy
Practical ways to get cleaner transcripts and fix the words that slip through.
Updated 2026-07-11
Parakeet TDT is highly capable, but no speech recognizer is flawless. Names, acronyms, crosstalk, accents, and background noise are common reasons a word comes out wrong. Echo Chamber applies a targeted, speech-focused filter before transcription, and the complete enhanced pipeline has produced an internal observed word error rate of approximately 4.5% under tested conditions. Your result can vary with the recording.
- Record closer to the speaker and away from noisy machines.
- Use Echo Chamber's speech-focused enhancement to prepare the audio for transcription. It is deliberately different from generic normalization.
- Add specialized terms to Custom Vocabulary so they transcribe correctly.
- Edit any word inline, and the fix stays with the recording and its exports.
- For imported files, start with the clearest source audio you have.
Fix it once, name it once
When a name keeps coming out wrong, adding it to Custom Vocabulary often solves it for every future recording, instead of correcting it each time.
Related guides
How transcription works, and how fast it is
Parakeet TDT turns speech into private, offline-ready text after targeted pre-transcription enhancement.
Edit a transcript, tap to play, and add vocabulary
Fix any word inline, jump to that moment in the audio, and teach Echo Chamber your terms.
Import audio and video to transcribe
Bring in existing recordings, from MP3 to MP4, and get a transcript.
Still need a hand?
Email support@obsidianridgelabs.com, a real person will reply.