Lower and further left is better · Nemotron 3.5 Transcribe doesn't support streaming, so it is not shown
ElevenLabs Scribe v3 Live is 1st of 21 on both datasets together and 4th of 18 on time to first text.
Last updated Methodology by Dileep Chagam
Lower is better on every measure. Hover a column for that model's full numbers.
Wrong words are its biggest source of error on both real calls and clean clips. For more on the platform, read our ElevenLabs review.
44%
of its errors on the Ocular calls are wrong words.
Median across all 21 models: 34%
Mix of errors
Real calls (Ocular Dataset)
Clean clips (Pipecat Dataset)
Timed on the same 206 streamed Ocular turns as every other model. P90 and P95 show what a caller meets on a slow turn.
How long after the caller stops until the full transcript arrives. A voice agent waits for this before it replies.
How long after the audio starts streaming until the first words appear.
Every other model's typical turn, on the same axis.
1,000 Pipecat turns · 300 Ocular turns · 205 turns timed · 1 failed requests
ElevenLabs Scribe v3 Live places highest on both datasets together, 1st of 21 at 1.89%. Its weakest placing is time to first text, 4th of 18 at 685ms.
ElevenLabs Scribe v3 Live places highest on both datasets together, 1st of 21 at 1.89%. Its weakest placing is time to first text, 4th of 18 at 685ms.
ElevenLabs Scribe v3 Live transcribes the 1,000 public Pipecat clips at 1.81% word error rate and the 300 licensed Ocular turns at 2.05%. Word error rate counts incorrect, missing, and extra words against the reference transcript, so lower is better.
First text arrives after 685ms at the median, and the transcript is final 57ms after the speaker stops. Both are measured on the same 206 streamed turns as every other model, and the page shows P90 and P95 as well, which is what a caller meets on a bad turn.
Every model runs the same two datasets under the same conditions: 1,000 public clips from Pipecat's STT benchmark dataset for accuracy at scale, and 300 turns of licensed Ocular conversations for real speech. Latency comes from 206 streamed turns, using each provider's own supported finalization contract. ElevenLabs Scribe v3 Live returned usable text for 1,000 of the public clips.
Cekura runs these simulated calls on your agent and scores every one.