AssemblyAI Universal 3.5 Pro vs Inworld STT-1

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Accuracy and speed

Left gets fewer words wrong. Lower has the final text ready sooner.

Accurate and fast0ms200ms400ms600ms800ms0%2%4%6%8%Words wrong on clean audio (Pipecat WER)
  • Universal 3.5 Pro1.93% · 180ms
  • STT-12.72% · 41ms

AssemblyAI Universal 3.5 Pro is ahead on both datasets together and time to first text, and Inworld STT-1 on final-text delay. The Pipecat Dataset and The Ocular Dataset are too close to call. AssemblyAI Universal 3.5 Pro has a newer release: AssemblyAI Universal 3.6 Pro vs Inworld STT-1.

Last updated Methodology by Dileep Chagam

Who is better at what

Universal 3.5 ProSTT-1
  • Overall WER2.72%5.44%
  • Pipecat Dataset WER1.93%2.72%
  • Ocular Dataset WER4.23%10.60%
  • Time to first text489ms1.06s
  • Final-text delay180ms41ms

Lower is better on every measure. Too close to call means the likely ranges overlap.

Universal 3.5 Pro vs STT-1 FAQ

  • AssemblyAI Universal 3.5 Pro is more accurate on the public clips. On the 1,000 public Pipecat clips, AssemblyAI Universal 3.5 Pro scores 2.72% and Inworld STT-1 5.44%, so AssemblyAI Universal 3.5 Pro makes fewer errors by 2.72 points. On the eight licensed Ocular recordings, AssemblyAI Universal 3.5 Pro scores 1.93% and Inworld STT-1 2.72%, with likely ranges of 1.69 to 2.18% and 1.67 to 4.68%. 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 3.5 Pro finishes the transcript 574ms sooner. AssemblyAI Universal 3.5 Pro has the final transcript 489ms after the speaker stops and Inworld STT-1 1.06s, at the median. Both are measured on the same 206 streamed turns.

  • AssemblyAI Universal 3.5 Pro finishes the transcript 574ms 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 3.5 Pro shows first text after 4.23% and Inworld STT-1 after 10.60%, at the median.

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