Introducing Qwen3-ASR-Flash: Top-Tier AI Transcription with Leaderboard-Leading Accuracy
We've added a second transcription pipeline: Qwen3-ASR-Flash from Alibaba — ranked #4 of 80+ on the HuggingFace Open ASR Leaderboard with a 6.37% average Word Error Rate. It runs alongside our existing GPT-4o Transcribe Diarize pipeline.
Both pipelines include the same downstream AI analysis — sections, chapters, summaries, semantic search, and Q&A with citations. The difference is in the transcription step itself.
Why Two Pipelines?
Not every transcription job needs the same model. A 3-hour lecture by a single speaker has different needs than a 20-minute podcast with 4 guests.
- GPT-4o Transcribe Diarize is the best choice when you need speaker identification (diarization).
- Qwen3-ASR-Flash is the best choice for top-tier accuracy, long single-speaker audio, word-level timestamps, or Chinese dialect support.
Head-to-Head Comparison
| Feature | GPT-4o Diarize | Qwen3-ASR-Flash |
|---|---|---|
| Provider | OpenAI | Alibaba (Qwen) |
| Speaker diarization | Yes | No |
| Timestamp type | Segment-level | Sentence + word-level (10 langs) |
| Languages | 57 | 33 + 22 Chinese dialects |
| Max audio duration | Unlimited (chunked) | 12 hours native |
| Emotion detection | No | Yes |
| Plan pricing | Pay-as-you-go (premium model) | Unlimited on every paid plan |
Where the Cost Difference Comes From
The Qwen3 transcription API is priced lower than GPT-4o ($0.13/hr vs $1.80/hr). The rest of the pipeline (LLM processing, semantic search embeddings, and infrastructure) is shared between both pipelines.
| Component | GPT-4o Pipeline | Qwen3 Pipeline |
|---|---|---|
| Transcription | $1.80/hr | $0.13/hr |
| LLM analysis | $0.48/hr | $0.48/hr |
| Embeddings | $0.06/hr | $0.06/hr |
| Infrastructure | $1.00/hr | $1.00/hr |
| Provider total | $3.34/hr | $1.67/hr |
When to Use Each Pipeline
Choose GPT-4o Diarize when:
- You have multiple speakers (meetings, interviews, podcasts). For podcast transcription best practices, see the podcast guide.
- You need speaker labels in your transcript
- Maximum transcription accuracy matters most
- You're working in languages where GPT-4o excels
Choose Qwen3-ASR-Flash when:
- You want leaderboard-leading accuracy (#4 of 80+ on HuggingFace Open ASR Leaderboard)
- You have long recordings (lectures, webinars, audiobooks) — try chapters for long recordings
- The audio has a single speaker or you don't need speaker labels
- You need word-level timestamps for precise subtitle generation
- You need Chinese dialect support (Cantonese, Sichuanese, and 20 more)
- You want emotion detection in the transcript
Chinese Dialect Support
Qwen3-ASR-Flash stands out with support for 22 Chinese dialects including Cantonese, Sichuanese, Fujian, Henan, Hubei, and more — far beyond what most transcription services offer. If your content includes regional Chinese speech, this pipeline is a significant upgrade.
Same AI Analysis, Different Starting Point
Regardless of which pipeline you choose, every transcription gets the same enrichment:
- Section detection using advanced NLP
- Chapter generation with titles and summaries
- Semantic search across your transcript
- Q&A with citations that link to exact timestamps
- AI summary with takeaways, quotes, and speaker profiles
How to Use It
- Go to Transcribe
- In the pipeline selector, choose Qwen3-ASR-Flash
- Upload your file or paste a YouTube URL
- Review the quote — you'll see the lower rate automatically
You can switch between pipelines for each transcription. Use GPT-4o for your podcast interviews and Qwen3 for your lecture recordings.
Pricing with Plans
Pricing is flat, not per-minute. Qwen3-ASR-Flash runs on our self-hosted engine, so transcription with it is unlimited on every paid plan. GPT-4o Diarize is a premium model, so it is pay-as-you-go from your wallet.
| Plan | Price | Qwen3-ASR-Flash | GPT-4o Diarize |
|---|---|---|---|
| Free | $0 | 5 hr/mo included | Pay-as-you-go |
| Pro | $19/mo | Unlimited | Pay-as-you-go |
| Business | $49/mo | Unlimited | Pay-as-you-go (+ $10/mo premium credit) |
| Enterprise | Custom | Unlimited | Volume pricing |
Annual billing gives you 2 months free, and every new account starts with a $5 signup credit. Premium-model usage draws from your wallet at pay-as-you-go rates.
Try Qwen3-ASR-Flash today at transcribe.so/transcribe. Choose the pipeline that fits your job — speaker diarization with GPT-4o, or leaderboard-leading accuracy with Qwen3.