Prompt
I’m looking for a transcription service that handles accents, overlapping speech, and custom vocabulary for industry terms. What should I try?
Latest observation
Oct 11, 2026
OpenAI APIWeb search: off
For accents, overlapping speech, and custom industry vocabulary, I’d try one of these:
Best options to evaluate
-
OpenAI Whisper-based services
- Very strong with accents and noisy audio.
- Good general transcription quality.
- Some platforms built on Whisper offer custom vocabulary / prompt hints.
-
AssemblyAI
- Good at speaker diarization and accent/noisy audio.
- Supports custom vocabulary and domain terms.
- Worth trying if you need a developer-friendly API.
-
Deepgram
- Often strong for real-time transcription, overlapping speech, and custom keywords.
- Good if you need low latency or scalable API usage.
-
Google Speech-to-Text
- Solid for many accents.
- Offers speech adaptation for custom words/phrases.
- Reliable enterprise option.
-
AWS Transcribe
- Supports custom vocabulary and speaker labeling.
- Good if you already use AWS.
If overlapping speech is a big issue
No transcription service handles overlap perfectly, but you’ll usually get the best results from:
- Deepgram
- AssemblyAI
- Whisper-based workflows
- plus speaker diarization and, if needed, post-processing
What I’d recommend
- Try Deepgram and AssemblyAI first if you want API-based services optimized for production use.
- Try Whisper-based solutions if accent robustness is your top priority.
- Try Google/AWS if you want enterprise cloud integration and custom vocabulary features.
Quick decision guide
- Best overall accuracy with accents: Whisper-based
- Best for custom vocabulary + production API: AssemblyAI / Deepgram
- Best cloud enterprise fit: Google / AWS
- Best real-time transcription: Deepgram
If you want, I can also give you:
- a comparison table
- recommendations based on budget
- or a shortlist for medical, legal, or technical terminology.