AssemblyAI Universal 3.6 Pro vs Fish Audio Transcribe Stream 1
Accuracy and speed
Left gets fewer words wrong. Lower has the final text ready sooner.
- Universal 3.6 Pro1.77% · 91ms
- Transcribe Stream 11.90% · 123ms
AssemblyAI Universal 3.6 Pro is ahead on time to first text and final-text delay, and Fish Audio Transcribe Stream 1 on both datasets together and the Ocular Dataset. The Pipecat Dataset is too close to call.
Last updated Methodology by Dileep Chagam
Who is better at what
- Overall WER2.71%2.21%
- Pipecat Dataset WER1.77%1.90%
- Ocular Dataset WER4.50%2.78%
- Time to first text485ms730ms
- Final-text delay91ms123ms
Lower is better on every measure. Too close to call means the likely ranges overlap. For costs, see our breakdown of AssemblyAI pricing.
Universal 3.6 Pro vs Transcribe Stream 1 FAQ
Which is more accurate, AssemblyAI Universal 3.6 Pro or Fish Audio Transcribe Stream 1?
Fish Audio Transcribe Stream 1 is more accurate on the public clips. On the 1,000 public Pipecat clips, AssemblyAI Universal 3.6 Pro scores 2.71% and Fish Audio Transcribe Stream 1 2.21%, so Fish Audio Transcribe Stream 1 makes fewer errors by 0.50 points. On the eight licensed Ocular recordings, AssemblyAI Universal 3.6 Pro scores 1.77% and Fish Audio Transcribe Stream 1 1.90%, with likely ranges of 1.55 to 2.00% and 1.68 to 2.14%. The ranges overlap, so the difference is too close to call. Word error rate counts incorrect, missing, and extra words, so lower is better.
Fish Audio Transcribe Stream 1 is more accurate on the public clips. On the 1,000 public Pipecat clips, AssemblyAI Universal 3.6 Pro scores 2.71% and Fish Audio Transcribe Stream 1 2.21%, so Fish Audio Transcribe Stream 1 makes fewer errors by 0.50 points. On the eight licensed Ocular recordings, AssemblyAI Universal 3.6 Pro scores 1.77% and Fish Audio Transcribe Stream 1 1.90%, with likely ranges of 1.55 to 2.00% and 1.68 to 2.14%. The ranges overlap, so the difference is too close to call. Word error rate counts incorrect, missing, and extra words, so lower is better.
Yes. AssemblyAI Universal 3.6 Pro finishes the transcript 245ms sooner. AssemblyAI Universal 3.6 Pro has the final transcript 485ms after the speaker stops and Fish Audio Transcribe Stream 1 730ms, at the median. Both are measured on the same 206 streamed turns.
AssemblyAI Universal 3.6 Pro finishes the transcript 245ms sooner, and the two are too close to call on real conversations. A voice agent cannot reply until the final transcript arrives, and the Ocular recordings are real conversations.
Yes, both return partial text before the speaker stops. AssemblyAI Universal 3.6 Pro shows first text after 4.50% and Fish Audio Transcribe Stream 1 after 2.78%, at the median, so Fish Audio Transcribe Stream 1 is 1.72 points lower.
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