Transcription Accuracy Comparison: FastTranscriber vs Otter vs TurboScribe
In our speed test, FastTranscriber was the fastest transcription service by a wide margin. But speed means nothing without accuracy. A transcript full of errors is worthless no matter how fast it arrives.
So we ran the same 5 services through an accuracy test using the exact same file.
How we tested
We used the same 9:47 Matthew McConaughey speech (17.3 MB MP4) from our speed comparison. We transcribed it with each service, then compared every transcript against a manually verified reference transcript to calculate a word error rate (WER). Lower WER = better accuracy.
We also noted qualitative differences: punctuation, capitalization, speaker handling, and how each service dealt with McConaughey's distinctive delivery style.
The results
| Service | Word Error Rate | Speed | Notes |
|---|---|---|---|
| FastTranscriber | [TBD] | 5.16s | [TBD] |
| Riverside | [TBD] | 22.1s | [TBD] |
| TurboScribe (Cheetah) | [TBD] | 24.65s | [TBD] |
| TurboScribe (Dolphin) | [TBD] | 29.21s | [TBD] |
| Happy Scribe | [TBD] | 41.35s | [TBD] |
| Otter.ai | [TBD] | 1m 16.9s | [TBD] |
FastTranscriber
[RESULT — Paste accuracy observations here. How did it handle punctuation, capitalization, filler words, and McConaughey's speaking style?]
Riverside
[RESULT — Paste accuracy observations here.]
TurboScribe (Cheetah)
[RESULT — Paste accuracy observations here.]
TurboScribe (Dolphin)
[RESULT — Paste accuracy observations here.]
Happy Scribe
[RESULT — Paste accuracy observations here.]
Otter.ai
[RESULT — Paste accuracy observations here.]
Conclusion
[RESULT — Summarize which service had the best accuracy, and how that compares to the speed rankings. Is the fastest also the most accurate? What's the best overall balance of speed and accuracy?]
Test details
- File: "10 Minutes for the Next 10 Years" — Matthew McConaughey speech
- Source: youtube.com/watch?v=u8OySa4uZmU
- Duration: 9 minutes 47 seconds
- File size: 17.3 MB (MP4)
- Test date: April 4, 2026
- Accuracy measured by word error rate (WER) against a manually verified reference transcript
- All tests run on free tiers